,.,., ( ).,., A, B., A, B,.,, 2010 [2], [3],.,,,.,,.,, Python Python 2.., (SVM).,,.,,.,.,.,.,,, - i -

Size: px
Start display at page:

Download ",.,., ( ).,., A, B., A, B,.,, 2010 [2], [3],.,,,.,,.,, Python Python 2.., (SVM).,,.,,.,.,.,.,,, - i -"

Transcription

1 2016 Future University Hakodate 2016 System Information Science Practice Group Report AI Project Name AI Love Deep Learning AI Group Name AI Scope /Project No. 14-A /Project Leader Daichi Fukuda /Group Leader Masane Nojiri /Group Member Masane Nojiri Daichi Fukuda Naoki Saito Saito Suzuki Junki Itagaki Advisor Takashi Takenouchi Kiyohito Nagano Kengo Terasawa Yasuhiro Katagiri Date of Submission January 18, 2017

2 ,.,., ( ).,., A, B., A, B,.,, 2010 [2], [3],.,,,.,,.,, Python Python 2.., (SVM).,,.,,.,.,.,.,,, - i -

3 Abstract Recently, artificial intelligence that is able to imitate human in various example appears. Artificial intelligence is a technique which try to realize intelligence just like learning ability human do naturally using machine learning. Deep learning is a technique which produces an excellent result in a field of image processing. The goal of this project is to imitate and transcend human s thinking using these techniques of machine learning. We discuss goal and divide this project into group A and group B. Group A targets development of system of anticipation of pitch. Group B targets development agent of car that is able to drive faster than human s operation. The reason why we chose anticipation of pitch includes populality of baseball in Japan declines from decreasing of program rating of TV itself. In addition, it is said that attendance is decreasing slightly from 2010[2] and increase of popularity of sports other then baseball. So, we want to increase the number of people who have an interest in baseball by producing contents involved baseball. Now, this group focuses Nomura s Scope that is indicated sometimes when Katsuya Nomura who was former professional baseball player expounds baseball in terrestrial broadcasting and we devise implementation of contents like it. To be specific, we are approaching making contents of anticipating of pitch just like Nomura s Scope using machine learning based on player s data of each baseball teams. Additionaly, we divide us into two groups such as, Group of collecting data Making program that extracts data of player from website using Python Group of implemention Making program that implements machine learning using Python We were working in each group in the first semester. Data collection team made a data collection program, and implementation team made the expected program using SVM. In addition, we reviewed implement method and using data for the second semester after the interim presentation. We were working while using collected data in addition to working at each group. Data collection team improved versatility to increase type of collecting data, and enable to take designated data. Implement team promoted making and implemented program of anticipation of pitch using Deep Learning. In addition, we made presentation materials for final presentation at the same time. Keyword Baseball, Machine learning, Anticipating of pitch, Python - ii -

4 iii -

5 iv -

6 1 1.1,,, [1].,, [1]..,.,, ,.,, [2], 1990.,,. 1.2,,,,.,.,.,,. 2009,,.. 1.3, 2009,. Group Report of 2016 SISP Group Number 14-A

7 1.1,.,,.,,. Group Report of 2016 SISP Group Number 14-A

8 2 2.1,.,,,, Skype Evernote, Python HTML,, 2,.,,. [4] HTML,, Python, CSV., NPB Nippon Professional Baseball, URL,, CSV,,.,,, 2.1, 1, 0.,, 2.2 Group Report of 2016 SISP Group Number 14-A

9 ,,.,, Group Report of 2016 SISP Group Number 14-A

10 2.3,,.,.,,. Group Report of 2016 SISP Group Number 14-A

11 3 3.1 A 60% , 60% web twitter ,. 2. HTML Pandas Pyquery, CSV., Group Report of 2016 SISP Group Number 14-A

12 ., ( SVM). SVM, 1, , Python. 2., urllib2 pandas PyQuery Python. Web URL, URL HTML.,., Web,., 1, 1 3, None 1., URL 1 URL ID, CSV.,.,.,,,,,,,,, None, Group Report of 2016 SISP Group Number 14-A

13 3.3.2 Python.,.,, scikit-learn numpy Python, 2, SVM.., 1, 0.., 1. 0.,., Adobe Illustrator, A B., , A, B,. A,,, PowerPoint.,,,.,., A Windows, B Mac,,.,.,.,, Group Report of 2016 SISP Group Number 14-A

14 , ,..,, , ,,.,. A Group Report of 2016 SISP Group Number 14-A

15 . A,.,,.,.., SVM.. Deep...,...,., ,.,, ,.,,., goo [5] Python. goo,,.. Python2.7 Anaconda,,, Group Report of 2016 SISP Group Number 14-A

16 ,, Python2.7 Anaconda.,, goo. 3.3 goo. 3.3 goo, goo Web Web, DOM(Document Object Model),., DOM,., Selenium Web., PhantomJS., goo Web,,.,, Beautiful Soup,. Web, Web URL. goo URL sj PageID, Ga( ID) ( ) ( )ball., sj PageID=GA Tball, ID, 03, T. T B, Top Bottom., URL isnext=true,,. goo Web,,., ID., goo DOM,,,,,,,,,.,,,,,., Web,,,,,.,,. Web. Group Report of 2016 SISP Group Number 14-A

17 , DOM.,,.,. goo.., 0px 160px, 0px 228px., 5, 32, 45.6 int, 0 5., goo,. 1 2, ,. Jupyter notebook.,,,,. web [7] 3., Python. Chainer. Chainer GPU,, Chainer,. 2, 1 25.,,,., 3, ,. 25,,, ,.,,. 1,. 2.., Adam., RMSpropGraves, MomentumSGD, AdaDelta 3 Adam,, RMSpropGraves. RMSpropGraves,. Group Report of 2016 SISP Group Number 14-A

18 ,.,,.. 1,...., Python 1., 5, , % 24% 23% 30% 25% 28% 25 10% 8% 7% 5% Adobe Illustrator, A B, A.,,,,,.,.,.,.,, ,,., A, B,.,. A Group Report of 2016 SISP Group Number 14-A

19 ,,,.,,,,. 3.4.,.,.,,.,,.,,, ,..,,. Group Report of 2016 SISP Group Number 14-A

20 , ,,.,.... RNN.,.....,.,.,,..... deep learning.., Group Report of 2016 SISP Group Number 14-A

21 ,. It s not clear what you actuarry did. I wanted some video or pictures of experimental set up..., ,..... %.,.. 25,.. 10%..,.,.....,.,., ,. Group Report of 2016 SISP Group Number 14-A

22 .,... 10%.....,.,..., ,.,. Group Report of 2016 SISP Group Number 14-A

23 4 4.1 (, ),,., HTML, Python, CSV., goo,., A,. B.,. ( ),. HTML, CSV.,., goo,.,. ( )., Web HTML CSV Python., Web goo DOM,,., 14 A, B., A. ( ) web,,,. SVM,. A.,, Group Report of 2016 SISP Group Number 14-A

24 . A. ( ) web [6] SVM 2,. 3, 4.,.,.,. SVM. SVM,., A. Group Report of 2016 SISP Group Number 14-A

25 5, Python, Python. 5.1,,,,,,,, Web goo,., 2016., goo,,. 5.2,, 25.,,, 5.,, , 135,000, 5,000,,,,.,... Group Report of 2016 SISP Group Number 14-A

26 5.2.2, 27%, 30%, 25 10%., SVM, 25,. 24%, 25%, 25 8%,. SVM,. 7%., 23%, 28%, 25 5%.,. 2., % 24% 23% 30% 25% 28% 25 10% 8% 7% 5% 5.1 Group Report of 2016 SISP Group Number 14-A

27 6,., 10,.,.,,. ID,.,, ID,,.,,,.,,,,.,,,.,,,.,,,. Group Report of 2016 SISP Group Number 14-A

28 7,,., 10,.,,.,,, 5. Group Report of 2016 SISP Group Number 14-A

29 [1],, [2], [3],, [4], [5] goo, [6] Qiita,, [7] Qiita, Chainer, Group Report of 2016 SISP Group Number 14-A

2 2 1 2 1 2 1 2 2 Web Web Web Web 1 1,,,,,, Web, Web - i -

2 2 1 2 1 2 1 2 2 Web Web Web Web 1 1,,,,,, Web, Web - i - 2015 Future University Hakodate 2015 System Information Science Practice Group Report Project Name Improvement of Environment for Learning Mathematics at FUN C (PR ) Group Name GroupC (PR) /Project No.

More information

2011 Future University Hakodate 2011 System Information Science Practice Group Report Project Name Visualization of Code-Breaking Group Name Implemati

2011 Future University Hakodate 2011 System Information Science Practice Group Report Project Name Visualization of Code-Breaking Group Name Implemati 2011 Future University Hakodate 2011 System Information Science Practice Group Report Project Name Group Name Implemation Group /Project No. 13-C /Project Leader 1009087 Takahiro Okubo /Group Leader 1009087

More information

1 Web Web 1,,,, Web, Web : - i -

1 Web Web 1,,,, Web, Web : - i - 2015 Future University Hakodate 2015 System Information Science Practice Group Report Project Name Improvement of Environment for Learning Mathematics at FUN A ( ) Group Name GroupA (System) /Project No.

More information

(group A) (group B) PLE(Primary Leaving Examination) adobe Flash ipad 1 adobe Flash e-book ipad adobe Flash adobe Flash Pixton scratch PLE(Primary Lea

(group A) (group B) PLE(Primary Leaving Examination) adobe Flash ipad 1 adobe Flash e-book ipad adobe Flash adobe Flash Pixton scratch PLE(Primary Lea 2012 Future University Hakodate 2012 System Information Science Practice Group Report Project Name Anime de Education Group Name Science Group /Project No. 1-B /Project Leader 1010071 Ayaka Saitou /Group

More information

,,,, : - i -

,,,, : - i - 2017 Future University Hakodate 2017 System Information Science Practice Group Report Project Name Manga engineering Group Name Literacy Manga /Project No. 19 /Project Leader 1015131 Kiyomasa Murakami

More information

2013 Future University Hakodate 2013 System Information Science Practice Group Report biblive : Project Name biblive : Recording and sharing experienc

2013 Future University Hakodate 2013 System Information Science Practice Group Report biblive : Project Name biblive : Recording and sharing experienc 2013 Future University Hakodate 2013 System Information Science Practice Group Report biblive : Project Name B biblive stream Group Name GroupB biblive stream /Project No. 12-B /Project Leader 1011063

More information

2011 Future University Hakodate 2011 System Information Science Practice Group Report Project Name Visualization of Code-Breaking RSA Group Name RSA C

2011 Future University Hakodate 2011 System Information Science Practice Group Report Project Name Visualization of Code-Breaking RSA Group Name RSA C 2011 Future University Hakodate 2011 System Information Science Practice Group Report Project Name RSA Group Name RSA Code Elliptic Curve Cryptograrhy Group /Project No. 13-B /Project Leader 1009087 Takahiro

More information

A Study on Practical Use of Artificial Intelligence. The purpose of this research paper is to demonstrate the ease of using artificial intelligence in

A Study on Practical Use of Artificial Intelligence. The purpose of this research paper is to demonstrate the ease of using artificial intelligence in A Study on Practical Use of Artificial Intelligence. The purpose of this research paper is to demonstrate the ease of using artificial intelligence in the light of the recent popularity of tertiary artificial

More information

2015 Future University Hakodate 2015 System Information Science Practice Group Report Project Name Development of myoelectric prosthetic hand with hap

2015 Future University Hakodate 2015 System Information Science Practice Group Report Project Name Development of myoelectric prosthetic hand with hap 2015 Future University Hakodate 2015 System Information Science Practice Group Report Project Name Development of myoelectric prosthetic hand with haptic sense Group Name The sensation of touch group /Project

More information

/ Web,,,, - i -

/ Web,,,, - i - 2015 Future University-Hakodate 2015 System Information Science Practice Group Report - Project Name HAKODATE - SORACAM, UMICAM, YAMACAM - Part SORACAM Program production and tool development Group Name

More information

(SNS). Twitter , LINE Facebook, SNS 1., Twitter 80%, Twitter.,,., Twitter,,.,,,, Twitter., Twitter,., Twitter,.,. - i -

(SNS). Twitter , LINE Facebook, SNS 1., Twitter 80%, Twitter.,,., Twitter,,.,,,, Twitter., Twitter,., Twitter,.,. - i - 2015 Future University Hakodate 2015 System Information Science Practice Group Report Twitter Project Name Twitter Localization Group Name Search Group /Project No. 19 /Project Leader 1013039 Hirohito

More information

FA

FA 29 28 15 1985 1993 The process of the labor negotiations of the Japan Professional Baseball Players Association, 1985 1993 ABE Takeru Graduate School of Social Science, Hitotsubashi University Abstract

More information

05_藤田先生_責

05_藤田先生_責 This report shows innovation of competency of our faculty of social welfare. The aim of evaluation competency is improvement in the Social welfare education effects, by understanding of studentʼs development

More information

,,,,., C Java,,.,,.,., ,,.,, i

,,,,., C Java,,.,,.,., ,,.,, i 24 Development of the programming s learning tool for children be derived from maze 1130353 2013 3 1 ,,,,., C Java,,.,,.,., 1 6 1 2.,,.,, i Abstract Development of the programming s learning tool for children

More information

2016 Future University Hakodate 2016 System Information Science Practice Group Report Project Name Designing Learning Environment for Mathematics at F

2016 Future University Hakodate 2016 System Information Science Practice Group Report Project Name Designing Learning Environment for Mathematics at F 2016 Future University Hakodate 2016 System Information Science Practice Group Report Project Name Group Name Mathematical Group /Project No. 2-B /Project Leader 1014216 Kaito Kawakatsu /Group Leader 1014249

More information

Web Web Web Web Web, i

Web Web Web Web Web, i 22 Web Research of a Web search support system based on individual sensitivity 1135117 2011 2 14 Web Web Web Web Web, i Abstract Research of a Web search support system based on individual sensitivity

More information

,.,., ( ).,., A, B. A, B,.,...,., Python Long Short Term Memory(LSTM), Unity., Asynchronous method, Deep Q-Network(DQN), LSTM, TORCS. Asynchronous met

,.,., ( ).,., A, B. A, B,.,...,., Python Long Short Term Memory(LSTM), Unity., Asynchronous method, Deep Q-Network(DQN), LSTM, TORCS. Asynchronous met 2016 Future University Hakodate 2016 System Information Science Practice Group Report AI Project Name AI love Deep Learning TORCS Deep Learning Group Name TORCS Deep Learning /Project No. 14-B /Project

More information

FA FA FA FA FA 5 FA FA 9

FA FA FA FA FA 5 FA FA 9 30 29 31 1993 2004 The process of the labor negotiations of Japan Professional Baseball Players Association, 1993 2004 ABE Takeru Graduate School of Social Science, Hitotsubashi University Abstract The

More information

4 Marine Traffic Web Web,,,, Web - i -

4 Marine Traffic Web Web,,,, Web - i - 2015 Future University Hakodate 2015 System Information Science Practice Group Report Boat Map Project Name Development of Boat map to display the position of boats A Group Name Group A /Project No. 14-A

More information

soturon.dvi

soturon.dvi 12 Exploration Method of Various Routes with Genetic Algorithm 1010369 2001 2 5 ( Genetic Algorithm: GA ) GA 2 3 Dijkstra Dijkstra i Abstract Exploration Method of Various Routes with Genetic Algorithm

More information

Q [4] 2. [3] [5] ϵ- Q Q CO CO [4] Q Q [1] i = X ln n i + C (1) n i i n n i i i n i = n X i i C exploration exploitation [4] Q Q Q ϵ 1 ϵ 3. [3] [5] [4]

Q [4] 2. [3] [5] ϵ- Q Q CO CO [4] Q Q [1] i = X ln n i + C (1) n i i n n i i i n i = n X i i C exploration exploitation [4] Q Q Q ϵ 1 ϵ 3. [3] [5] [4] 1,a) 2,3,b) Q ϵ- 3 4 Q greedy 3 ϵ- 4 ϵ- Comparation of Methods for Choosing Actions in Werewolf Game Agents Tianhe Wang 1,a) Tomoyuki Kaneko 2,3,b) Abstract: Werewolf, also known as Mafia, is a kind of

More information

,,, : - i -

,,, : - i - 2012 Future University Hakodate 2012 System Information Science Practice Group Report Project Name The second term ika robot creation project Group Name Planning / Administration Group(A) /Project No.

More information

On the Wireless Beam of Short Electric Waves. (VII) (A New Electric Wave Projector.) By S. UDA, Member (Tohoku Imperial University.) Abstract. A new e

On the Wireless Beam of Short Electric Waves. (VII) (A New Electric Wave Projector.) By S. UDA, Member (Tohoku Imperial University.) Abstract. A new e On the Wireless Beam of Short Electric Waves. (VII) (A New Electric Wave Projector.) By S. UDA, Member (Tohoku Imperial University.) Abstract. A new electric wave projector is proposed in this paper. The

More information

,..,.,,. - i -

,..,.,,. - i - 2013 Future University-Hakodate 2013 System Information Science Practice Group Report Project Name Exploring recipe for a new concept of food B Group Name Group B /Project No. 1-B /Project Leader 1011013

More information

ディープラーニングとオープンサイエンス ~研究の爆速化が引き起こす摩擦なき情報流通へのシフト~

ディープラーニングとオープンサイエンス ~研究の爆速化が引き起こす摩擦なき情報流通へのシフト~ KITAMOTO Asanobu http://researchmap.jp/kitamoto/ KitamotoAsanob u 1 2 3 4 5 1. 2. 3. 6 Lawrence Lessig (Founder of Creative Commons), Code: And Other Laws of Cyber Space (first edition 1999) 7 NSF Data

More information

駒田朋子.indd

駒田朋子.indd 2 2 44 6 6 6 6 2006 p. 5 2009 p. 6 49 12 2006 p. 6 2009 p. 9 2009 p. 6 2006 pp. 12 20 2005 2005 2 3 2005 An Integrated Approach to Intermediate Japanese 13 12 10 2005 8 p. 23 2005 2 50 p. 157 2 3 1 2010

More information

189 2015 1 80

189 2015 1 80 189 2015 1 A Design and Implementation of the Digital Annotation Basis on an Image Resource for a Touch Operation TSUDA Mitsuhiro 79 189 2015 1 80 81 189 2015 1 82 83 189 2015 1 84 85 189 2015 1 86 87

More information

10 2000 11 11 48 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) CU-SeeMe NetMeeting Phoenix mini SeeMe Integrated Services Digital Network 64kbps 16kbps 128kbps 384kbps

More information

Appropriate Disaster Preparedness Education in Classrooms According to Students Grade, from Kindergarten through High School Contrivance of an Educati

Appropriate Disaster Preparedness Education in Classrooms According to Students Grade, from Kindergarten through High School Contrivance of an Educati Appropriate Disaster Preparedness Education in Classrooms According to Students Grade, from Kindergarten through High School Contrivance of an Education of Disaster Preparedness System and Class Practice

More information

2016 Future University Hakodate 2016 System Information Science Practice Group Report Project Name Field Oriented System Design Learning by Users Feed

2016 Future University Hakodate 2016 System Information Science Practice Group Report Project Name Field Oriented System Design Learning by Users Feed 2016 Future University Hakodate 2016 System Information Science Practice Group Report Project Name Group Name Neighborhood Association Group /Project No. 03-A /Project Leader 1014237 Taito Ito /Group Leader

More information

NO.80 2012.9.30 3

NO.80 2012.9.30 3 Fukuoka Women s University NO.80 2O12.9.30 CONTENTS 2 2 3 3 4 6 7 8 8 8 9 10 11 11 11 12 NO.80 2012.9.30 3 4 Fukuoka Women s University NO.80 2012.9.30 5 My Life in Japan Widchayapon SASISAKULPON (Ing)

More information

未婚者の恋愛行動分析 : なぜ適当な相手にめぐり会わないのか

未婚者の恋愛行動分析 : なぜ適当な相手にめぐり会わないのか Kwansei Gakuin University Rep Title 未 婚 者 の 恋 愛 行 動 分 析 : なぜ 適 当 な 相 手 にめぐり 会 わないのか Author(s) Nishimura, Tomo, 西 村, 智 Citation 経 済 学 論 究, 68(3): 493-515 Issue Date 2014-12-20 URL http://hdl.handle.net/10236/13428

More information

( ) [1] [4] ( ) 2. [5] [6] Piano Tutor[7] [1], [2], [8], [9] Radiobaton[10] Two Finger Piano[11] Coloring-in Piano[12] ism[13] MIDI MIDI 1 Fig. 1 Syst

( ) [1] [4] ( ) 2. [5] [6] Piano Tutor[7] [1], [2], [8], [9] Radiobaton[10] Two Finger Piano[11] Coloring-in Piano[12] ism[13] MIDI MIDI 1 Fig. 1 Syst 情報処理学会インタラクション 2015 IPSJ Interaction 2015 15INT014 2015/3/7 1,a) 1,b) 1,c) Design and Implementation of a Piano Learning Support System Considering Motivation Fukuya Yuto 1,a) Takegawa Yoshinari 1,b) Yanagi

More information

1 1 tf-idf tf-idf i

1 1 tf-idf tf-idf i 14 A Method of Article Retrieval Utilizing Characteristics in Newspaper Articles 1055104 2003 1 31 1 1 tf-idf tf-idf i Abstract A Method of Article Retrieval Utilizing Characteristics in Newspaper Articles

More information

浜松医科大学紀要

浜松医科大学紀要 On the Statistical Bias Found in the Horse Racing Data (1) Akio NODA Mathematics Abstract: The purpose of the present paper is to report what type of statistical bias the author has found in the horse

More information

C. S2 X D. E.. (1) X S1 10 S2 X+S1 3 X+S S1S2 X+S1+S2 X S1 X+S S X+S2 X A. S1 2 a. b. c. d. e. 2

C. S2 X D. E.. (1) X S1 10 S2 X+S1 3 X+S S1S2 X+S1+S2 X S1 X+S S X+S2 X A. S1 2 a. b. c. d. e. 2 I. 200 2 II. ( 2001) 30 1992 Do X for S2 because S1(is not desirable) XS S2 A. S1 S2 B. S S2 S2 X 1 C. S2 X D. E.. (1) X 12 15 S1 10 S2 X+S1 3 X+S2 4 13 S1S2 X+S1+S2 X S1 X+S2. 2. 3.. S X+S2 X A. S1 2

More information

ALT : Hello. May I help you? Student : Yes, please. I m looking for a white T-shirt. ALT : How about this one? Student : Well, this size is good. But do you have a cheaper one? ALT : All right. How about

More information

The Indirect Support to Faculty Advisers of die Individual Learning Support System for Underachieving Student The Indirect Support to Faculty Advisers of the Individual Learning Support System for Underachieving

More information

29 jjencode JavaScript

29 jjencode JavaScript Kochi University of Technology Aca Title jjencode で難読化された JavaScript の検知 Author(s) 中村, 弘亮 Citation Date of 2018-03 issue URL http://hdl.handle.net/10173/1975 Rights Text version author Kochi, JAPAN http://kutarr.lib.kochi-tech.ac.jp/dspa

More information

L1 What Can You Blood Type Tell Us? Part 1 Can you guess/ my blood type? Well,/ you re very serious person/ so/ I think/ your blood type is A. Wow!/ G

L1 What Can You Blood Type Tell Us? Part 1 Can you guess/ my blood type? Well,/ you re very serious person/ so/ I think/ your blood type is A. Wow!/ G L1 What Can You Blood Type Tell Us? Part 1 Can you guess/ my blood type? 当ててみて / 私の血液型を Well,/ you re very serious person/ so/ I think/ your blood type is A. えーと / あなたはとっても真面目な人 / だから / 私は ~ と思います / あなたの血液型は

More information

2 ( ) i

2 ( ) i 25 Study on Rating System in Multi-player Games with Imperfect Information 1165069 2014 2 28 2 ( ) i ii Abstract Study on Rating System in Multi-player Games with Imperfect Information Shigehiko MORITA

More information

,,,,,, : - i -

,,,,,, : - i - 2013 Future University-Hakodate 2013 System Information Science Practice Group Report Project Name Exploring recipe for a new concept of food C Group Name Group C /Project No. 1-C /Project Leader 1011013

More information

7,, i

7,, i 23 Research of the authentication method on the two dimensional code 1145111 2012 2 13 7,, i Abstract Research of the authentication method on the two dimensional code Karita Koichiro Recently, the two

More information

[2] 1. 2. 2 2. 1, [3] 2. 2 [4] 2. 3 BABOK BABOK(Business Analysis Body of Knowledge) BABOK IIBA(International Institute of Business Analysis) BABOK 7

[2] 1. 2. 2 2. 1, [3] 2. 2 [4] 2. 3 BABOK BABOK(Business Analysis Body of Knowledge) BABOK IIBA(International Institute of Business Analysis) BABOK 7 32 (2015 ) [2] Projects of the short term increase at present. In order to let projects complete without rework and delays, it is important that request for proposals (RFP) are written by reflecting precisely

More information

\615L\625\761\621\745\615\750\617\743\623\6075\614\616\615\606.PS

\615L\625\761\621\745\615\750\617\743\623\6075\614\616\615\606.PS osakikamijima HIGH SCHOOL REPORT Hello everyone! I hope you are enjoying spring and all of the fun activities that come with warmer weather! Similar to Judy, my time here on Osakikamijima is

More information

Sport and the Media: The Close Relationship between Sport and Broadcasting SUDO, Haruo1) Abstract This report tries to demonstrate the relationship be

Sport and the Media: The Close Relationship between Sport and Broadcasting SUDO, Haruo1) Abstract This report tries to demonstrate the relationship be Sport and the Media: The Close Relationship between Sport and Broadcasting SUDO, Haruo1) Abstract This report tries to demonstrate the relationship between broadcasting and sport (major sport and professional

More information

鹿大広報149号

鹿大広報149号 No.149 Feb/1999 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 Learned From Japanese Life and Experiences in Kagoshima When I first came to Japan I was really surprised by almost everything, the weather,

More information

_念3)医療2009_夏.indd

_念3)医療2009_夏.indd Evaluation of the Social Benefits of the Regional Medical System Based on Land Price Information -A Hedonic Valuation of the Sense of Relief Provided by Health Care Facilities- Takuma Sugahara Ph.D. Abstract

More information

A B C B C ICT ICT ITC ICT

A B C B C ICT ICT ITC ICT ICT Development of curriculum for improving of teachers ICT based on evaluation standards. Kazuhiko ISHIHARA Abstract Ministry of Education and Science announced Checklist of teacher s ICT in March,. All

More information

OJT Planned Happenstance

OJT Planned Happenstance OJT Planned Happenstance G H J K L M N O P Q R . %. %. %. %. %. %. %. %. %. %. %. %. %. %. %. %. %. %. .... Q ......... . Planned Happenstance.. pp.- VOL.,NO. pp., Current Status of Ritsumeikan Employees

More information

0701073‐立命‐社会システム15号/15‐9-招待-横井

0701073‐立命‐社会システム15号/15‐9-招待-横井 E-mailxiangzhijp@yahoo.co.jp p p Understanding of Asia by Students of Commercial College under the Old System ACaseStudyofTaihoku Commercial College Kaori Yokoi Abstract Using the Taihoku

More information

Webster's New World Dictionary of the American Language, College Edition. N. Y. : The World Publishing Co., 1966. [WNWD) Webster 's Third New International Dictionary of the English Language-Unabridged.

More information

WikiWeb Wiki Web Wiki 2. Wiki 1 STAR WARS [3] Wiki Wiki Wiki 2 3 Wiki 5W1H 3 2.1 Wiki Web 2.2 5W1H 5W1H 5W1H 5W1H 5W1H 5W1H 5W1H 2.3 Wiki 2015 Informa

WikiWeb Wiki Web Wiki 2. Wiki 1 STAR WARS [3] Wiki Wiki Wiki 2 3 Wiki 5W1H 3 2.1 Wiki Web 2.2 5W1H 5W1H 5W1H 5W1H 5W1H 5W1H 5W1H 2.3 Wiki 2015 Informa 情 報 処 理 学 会 インタラクション 2015 IPSJ Interaction 2015 A17 2015/3/5 Web 1 1 1 Web Web Position and Time based Summary System using Story Style for Web Contents Daichi Ariyama 1 Daichi Ando 1 Shinichi Kasahara

More information

評論・社会科学 84号(よこ)(P)/3.金子

評論・社会科学 84号(よこ)(P)/3.金子 1 1 1 23 2 3 3 4 3 5 CP 1 CP 3 1 1 6 2 CP OS Windows Mac Mac Windows SafariWindows Internet Explorer 3 1 1 CP 2 2. 1 1CP MacProMacOS 10.4.7. 9177 J/A 20 2 Epson GT X 900 Canon ip 4300 Fujifilm FinePix

More information

Page 1 of 6 B (The World of Mathematics) November 20, 2006 Final Exam 2006 Division: ID#: Name: 1. p, q, r (Let p, q, r are propositions. ) (10pts) (a

Page 1 of 6 B (The World of Mathematics) November 20, 2006 Final Exam 2006 Division: ID#: Name: 1. p, q, r (Let p, q, r are propositions. ) (10pts) (a Page 1 of 6 B (The World of Mathematics) November 0, 006 Final Exam 006 Division: ID#: Name: 1. p, q, r (Let p, q, r are propositions. ) (a) (Decide whether the following holds by completing the truth

More information

植物23巻2号

植物23巻2号 (J.SHITA)23(2):37-43. 2011. 37 520-0531 1-13-15 Operation Should be Automated and not so in Plant Factory for Leafy Vegetables Touichi OGURA Goodgoal Inc, 1-13-15 Suimei Otsu-shi, Shiga 520-0531, Japan

More information

2 - i -

2 - i - 2013 Future University Hakodate 2013 System Information Science Practice Group Report Project Name Travering Museum Group Name Teaching Contents Set Group /Project No. 24-A /Project Leader 1007154 Yoshiaki

More information

Y X X Y1 X 2644 Y1 Y2 Y1 Y3 Y1 Y1 Y1 Y2 Y3 Y2 Y3 Y1 Y1 Y2 Y3 Y1 Y2 Y3 Y1 X Lexis X Y X X2 X3 X2 Y2 Y1 Y1

Y X X Y1 X 2644 Y1 Y2 Y1 Y3 Y1 Y1 Y1 Y2 Y3 Y2 Y3 Y1 Y1 Y2 Y3 Y1 Y2 Y3 Y1 X Lexis X Y X X2 X3 X2 Y2 Y1 Y1 2 20 I II III 1 2 392 3 4 IV Makiko Noto / 3 3 1 1 5 52 1 2 2 2 3 9 11 5 31 1037 227 7 4 1 4 Y1 1 1 5 1965 2000 302 050 2012 autumn / No.393 051 2 5 Y1 9 9 4 X X Y1 X 2644 Y1 Y2 Y1 Y3 Y1 Y1 Y1 Y2 Y3 Y2

More information

【生】④木原資裕先生【本文】/【生】④木原資裕先生【本文】

【生】④木原資裕先生【本文】/【生】④木原資裕先生【本文】 WBC MLB J MLB MLB J J J http : //www.zen koutairen.com/: NHK NHK ABC Live NHK NHK ABC NHKABC NHK PTA NHK ABC WORLD BASEBALL CLASSIC WBC http : //www.topics.or.jp/kaishaannai/ http : //adv.yomiuri.co.jp/yomiuri/n

More information

16_.....E...._.I.v2006

16_.....E...._.I.v2006 55 1 18 Bull. Nara Univ. Educ., Vol. 55, No.1 (Cult. & Soc.), 2006 165 2002 * 18 Collaboration Between a School Athletic Club and a Community Sports Club A Case Study of SOLESTRELLA NARA 2002 Rie TAKAMURA

More information

IPSJ SIG Technical Report Vol.2011-EC-19 No /3/ ,.,., Peg-Scope Viewer,,.,,,,. Utilization of Watching Logs for Support of Multi-

IPSJ SIG Technical Report Vol.2011-EC-19 No /3/ ,.,., Peg-Scope Viewer,,.,,,,. Utilization of Watching Logs for Support of Multi- 1 3 5 4 1 2 1,.,., Peg-Scope Viewer,,.,,,,. Utilization of Watching Logs for Support of Multi-View Video Contents Kosuke Niwa, 1 Shogo Tokai, 3 Tetsuya Kawamoto, 5 Toshiaki Fujii, 4 Marutani Takafumi,

More information

2 22006 2 e-learning e e 2003 1 4 e e e-learning 2 Web e-leaning 2004 2005 2006 e 4 GP 4 e-learning e-learning e-learning e LMS LMS Internet Navigware

2 22006 2 e-learning e e 2003 1 4 e e e-learning 2 Web e-leaning 2004 2005 2006 e 4 GP 4 e-learning e-learning e-learning e LMS LMS Internet Navigware 2 2 Journal of Multimedia Aided Education Research 2006, Vol. 2, No. 2, 19 e 1 1 2 2 1 1 GP e 2004 e-learning 2004 e-learning 2005 e-learning e-learning e-learning e-learning 2004 e-learning HuWeb 2005

More information

生研ニュースNo.132

生研ニュースNo.132 No.132 2011.10 REPORTS TOPICS Last year, the Public Relations Committee, General Affairs Section and Professor Tomoki Machida created the IIS introduction video in Japanese. As per the request from Director

More information

20 Method for Recognizing Expression Considering Fuzzy Based on Optical Flow

20 Method for Recognizing Expression Considering Fuzzy Based on Optical Flow 20 Method for Recognizing Expression Considering Fuzzy Based on Optical Flow 1115084 2009 3 5 3.,,,.., HCI(Human Computer Interaction),.,,.,,.,.,,..,. i Abstract Method for Recognizing Expression Considering

More information

,, 2024 2024 Web ,, ID ID. ID. ID. ID. must ID. ID. . ... BETWEENNo., - ESPNo. Works Impact of the Recruitment System of New Graduates as Temporary Staff on Transition from College to Work Naoyuki

More information

840 Geographical Review of Japan 73A-12 835-854 2000 The Mechanism of Household Reproduction in the Fishing Community on Oro Island Masakazu YAMAUCHI (Graduate Student, Tokyo University) This

More information

161 J 1 J 1997 FC 1998 J J J J J2 J1 J2 J1 J2 J1 J J1 J1 J J 2011 FIFA 2012 J 40 56

161 J 1 J 1997 FC 1998 J J J J J2 J1 J2 J1 J2 J1 J J1 J1 J J 2011 FIFA 2012 J 40 56 J1 J1 リーグチーム組織に関する考察 松原悟 Abstract J League began in 1993 by 10 teams. J League increased them by 40 teams in 2012. The numerical increase of such a team is a result of the activity of Football Association

More information

2

2 2011 8 6 2011 5 7 [1] 1 2 i ii iii i 3 [2] 4 5 ii 6 7 iii 8 [3] 9 10 11 cf. Abstracts in English In terms of democracy, the patience and the kindness Tohoku people have shown will be dealt with as an exception.

More information

untitled

untitled Show & Tell Presentation - 170 - Presentation 1) Choose 1 topic 2) Write the reasons why you chose the topic. 3) Think about 3 points for the topic. Class No Name What would you like to do after graduation?

More information

Title < 論文 > 公立学校における在日韓国 朝鮮人教育の位置に関する社会学的考察 : 大阪と京都における 民族学級 の事例から Author(s) 金, 兌恩 Citation 京都社会学年報 : KJS = Kyoto journal of so 14: 21-41 Issue Date 2006-12-25 URL http://hdl.handle.net/2433/192679 Right

More information

untitled

untitled 2011 2 9 Akamai Technologies, Inc., et al., Plaintiff Appellant, v. Limelight Networks, Inc., Defendant-Cross Appellant. 1 ( ) 2 3 CAFC BMC 4 (control or 3 Aro Mfg. Co. v. Convertible Top Replacement Co.,

More information

P

P 03-3208-22482013 Vol.2 Summer & Autumn 2013 Vol.2 Summer & Autumn 90 527 P.156 611 91 C O N T E N T S 2013 03-3208-2248 2 3 4 6 Information 7 8 9 10 2 115 154 10 43 52 61 156 158 160 161 163 79 114 1 2

More information

大学野球の期分けにおける一般的準備期のランニング トレーニングが試合期の大学生投手の実戦状況下 パフォーマンスに与える影響

大学野球の期分けにおける一般的準備期のランニング トレーニングが試合期の大学生投手の実戦状況下 パフォーマンスに与える影響 The Effect of Pre-Season Running Training for Game Performance of University Baseball Pitcher AKAIKE, Kohei This paper provides useful information for university baseball players and coaches as well as

More information

/toushin/.htm GP GP GP GP GP p.

/toushin/.htm GP  GP GP GP GP p. GP GP GP http://www.mext.go.jp/b_menu/shingi/chukyo/chukyo /toushin/.htm GP http://www.mext.go.jp/a_menu/koutou/kaikaku/yousei.htm GP GP GP GP p. GP pp. - :p.p.,:p. critical thinking GP HP GP GP GP GP

More information

0801391,繊維学会ファイバ12月号/報文-01-西川

0801391,繊維学会ファイバ12月号/報文-01-西川 Pattern Making Method and Evaluation by Dots of Monochrome Shigekazu Nishikawa 1,MarikoYoshizumi 1,andHajime Miyake 2 1 Miyagi University of Education, 149, Aramaki-aza-Aoba, Aoba-ku, Sendai-shi, Miyagi

More information

2011 Future University Hakodate 2011 System Information Science Practice Group Report Project Name Applied Embedded System Group Name Radio-controlled model helicopter Group /Project No. 15-B /Project

More information

15717 16329 2

15717 16329 2 2 161012 1 15717 16329 2 3 4 5 1980 55 1991 16 6 m 1.32m/0.88m 35m 1.32m 0.88m 0.88m 27m 1.5m 2.1m/1.32m 10.9m 10.9m 16m 12m 7 km 1km 1,000km 3km( 9 km 1,000km ( 1,000km 300km 6 10 250kg500kg 200 1t B291

More information

By Kenji Kinoshita, I taru Fukuda, Taiji Ota A Study on the Use of Overseas Construction Materials There are not few things which are superior in the price and the aspect of the quality to a domestic

More information

卒業論文はMS-Word により作成して下さい

卒業論文はMS-Word により作成して下さい () 2007 2006 KO-MA KO-MA 2006 6 2007 6 KO-MA KO-MA 256 :117:139 8 40 i 23 50 2008 3 8 NPO 7 KO-MA( KO-MA ) 1) (1945-) KO-MA KO-MA AD 2007 1 29 2007 6 13 20 KO-MA 2006 6 KO-MA KO-MA ii KJ 11 KO-MA iii KO-MA

More information

25 D Effects of viewpoints of head mounted wearable 3D display on human task performance

25 D Effects of viewpoints of head mounted wearable 3D display on human task performance 25 D Effects of viewpoints of head mounted wearable 3D display on human task performance 1140322 2014 2 28 D HMD HMD HMD HMD 3D HMD HMD HMD HMD i Abstract Effects of viewpoints of head mounted wearable

More information

24 Depth scaling of binocular stereopsis by observer s own movements

24 Depth scaling of binocular stereopsis by observer s own movements 24 Depth scaling of binocular stereopsis by observer s own movements 1130313 2013 3 1 3D 3D 3D 2 2 i Abstract Depth scaling of binocular stereopsis by observer s own movements It will become more usual

More information

S1Šû‘KŒâ‚è

S1Šû‘KŒâ‚è are you? I m thirteen years old. do you study at home every day? I study after dinner. is your cat? It s under the table. I leave for school at seven in Monday. I leave for school at seven on Monday. I

More information

29 28 39 1936 Acquiring technique and forming character in physical education after 1936 Analysis of articles of Kenji Shinozaki FUJIKAWA Kazutoshi The United Graduate School of Education Tokyo Gakugei

More information

2017 (413812)

2017 (413812) 2017 (413812) Deep Learning ( NN) 2012 Google ASIC(Application Specific Integrated Circuit: IC) 10 ASIC Deep Learning TPU(Tensor Processing Unit) NN 12 20 30 Abstract Multi-layered neural network(nn) has

More information

Communicative English (1) Thomas Clancy, Roman Greco Communicative English (CE) I is an introductory course in Spoken English. The course provides freshmen students with the opportunity to express themselves

More information

関西における地域銀行について

関西における地域銀行について I Yasuharu Suzuki / 1990 1 23 3 2011 6 10 105 106 2011 10 3 2 1951 3 6 204 2011 winter / No.390 II 1 63 42 105 1 2011 9 105 2 2 5 2 1 1872 153 3 20 1893 1949 1954 12 6 7 9 8 4 4 1,420 1926186 1941 194561

More information

& Vol.5 No (Oct. 2015) TV 1,2,a) , Augmented TV TV AR Augmented Reality 3DCG TV Estimation of TV Screen Position and Ro

& Vol.5 No (Oct. 2015) TV 1,2,a) , Augmented TV TV AR Augmented Reality 3DCG TV Estimation of TV Screen Position and Ro TV 1,2,a) 1 2 2015 1 26, 2015 5 21 Augmented TV TV AR Augmented Reality 3DCG TV Estimation of TV Screen Position and Rotation Using Mobile Device Hiroyuki Kawakita 1,2,a) Toshio Nakagawa 1 Makoto Sato

More information

13 HOW TO READ THE WORD

More information

大学における原価計算教育の現状と課題

大学における原価計算教育の現状と課題 1 1.1 1.2 1.3 2 2.1 2.2 3 3.1 3.2 3.3 2014a 50 ABC Activity Based Costing LCC Lifecycle Costing MFCA Material Flow Cost Accounting 2 2 2016 9 1 2 3 2014b 2005 2014b 2000 1 2 1962 5 1 3 2 3 4 5 50 2012

More information

Web Stamps 96 KJ Stamps Web Vol 8, No 1, 2004

Web Stamps 96 KJ Stamps Web Vol 8, No 1, 2004 The Journal of the Japan Academy of Nursing Administration and Policies Vol 8, No 1, pp 43 _ 57, 2004 The Literature Review of the Japanese Nurses Job Satisfaction Research Which the Stamps-Ozaki Scale

More information

3_23.dvi

3_23.dvi Vol. 52 No. 3 1234 1244 (Mar. 2011) 1 1 mixi 1 Casual Scheduling Management and Shared System Using Avatar Takashi Yoshino 1 and Takayuki Yamano 1 Conventional scheduling management and shared systems

More information

Microsoft Word - PCM TL-Ed.4.4(特定電気用品適合性検査申込のご案内)

Microsoft Word - PCM TL-Ed.4.4(特定電気用品適合性検査申込のご案内) (2017.04 29 36 234 9 1 1. (1) 3 (2) 9 1 2 2. (1) 9 1 1 2 1 2 (2) 1 2 ( PSE-RE-101/205/306/405 2 PSE-RE-201 PSE-RE-301 PSE-RE-401 PSE-RE-302 PSE-RE-202 PSE-RE-303 PSE-RE-402 PSE-RE-203 PSE-RE-304 PSE-RE-403

More information

DOUSHISYA-sports_R12339(高解像度).pdf

DOUSHISYA-sports_R12339(高解像度).pdf Doshisha Journal of Health & Sports Science, 4, 41-50 2012 41 A Case Study of the Comprehensive community sports clubs that People with Disability Participate in. Motoaki Fujita In this study, the interview

More information

IT,, i

IT,, i 22 Retrieval support system using bookmarks that are shared in an organization 1110250 2011 3 17 IT,, i Abstract Retrieval support system using bookmarks that are shared in an organization Yoshihiko Komaki

More information

平成29年度英語力調査結果(中学3年生)の概要

平成29年度英語力調査結果(中学3年生)の概要 1 2 3 1 そう思う 2 どちらかといえば そう思う 3 どちらかといえば そう思わない 4 そう思わない 4 5 楽しめるようになりたい 6 1 そう思う 2 どちらかといえば そう思う 3 どちらかといえば そう思わない 4 そう思わない 7 1 そう思う 2 どちらかといえば そう思う 3 どちらかといえば そう思わない 4 そう思わない 8 1 そう思う 2 どちらかといえば そう思う

More information

MRI | 所報 | 分権経営の進展下におけるグループ・マネジメント

MRI  | 所報 | 分権経営の進展下におけるグループ・マネジメント JOURNAL OF MITSUBISHI RESEARCH INSTITUTE No. 35 1999 (03)3277-0003 FAX (03)3277-0520 E-mailprd@mri.co.jp 76 Research Paper Group Management in the Development of Decentralized Management Satoshi Komatsubara,

More information

Title 社 会 化 教 育 における 公 民 的 資 質 : 法 教 育 における 憲 法 的 価 値 原 理 ( fulltext ) Author(s) 中 平, 一 義 Citation 学 校 教 育 学 研 究 論 集 (21): 113-126 Issue Date 2010-03 URL http://hdl.handle.net/2309/107543 Publisher 東 京

More information

Bull. of Nippon Sport Sci. Univ. 47 (1) Devising musical expression in teaching methods for elementary music An attempt at shared teaching

Bull. of Nippon Sport Sci. Univ. 47 (1) Devising musical expression in teaching methods for elementary music An attempt at shared teaching Bull. of Nippon Sport Sci. Univ. 47 (1) 45 70 2017 Devising musical expression in teaching methods for elementary music An attempt at shared teaching materials for singing and arrangements for piano accompaniment

More information

ABSTRACT The movement to increase the adult literacy rate in Nepal has been growing since democratization in 1990. In recent years, about 300,000 peop

ABSTRACT The movement to increase the adult literacy rate in Nepal has been growing since democratization in 1990. In recent years, about 300,000 peop Case Study Adult Literacy Education as an Entry Point for Community Empowerment The Evolution of Self-Help Group Activities in Rural Nepal Chizu SATO Masamine JIMBA, MD, PhD, MPH Izumi MURAKAMI, MPH Massachusetts

More information

23 The Study of support narrowing down goods on electronic commerce sites

23 The Study of support narrowing down goods on electronic commerce sites 23 The Study of support narrowing down goods on electronic commerce sites 1120256 2012 3 15 i Abstract The Study of support narrowing down goods on electronic commerce sites Masaki HASHIMURA Recently,

More information