ISCO自動コーディングシステムの分類精度向上に向けて―SSM およびJGSS データセットによる実験の結果―
|
|
- いっけい ごちょう
- 7 years ago
- Views:
Transcription
1 ISCO SSM JGSS Improvement of Classification Accuracy in an ISCO Automatic Coding System: Results of Experiments Using both the SSM Dataset and the JGSS Dataset Kazuko TAKAHASHI Faculty of International Studies Keiai University In social surveys, we need to conduct the occupation coding when occupation data is obtained by open-ended questionnaire. Conducting the occupation coding manually is a time-consuming and complicated task and sometimes leads to inconsistent coding results when coders are not experts. For this reason, the automatic coding system, which is a combination of a rule-based method and Support Vector Machines (SVMs), has been developed and used for SSM occupation codes, which are usually used in Japanese social surveys. Recently, coders are often requested to conduct both the SSM occupation coding and the ISCO (International Standard Classification of Occupation) coding. Therefore an automatic coding system for ISCO codes should be also developed. The purpose of this paper is to report results of experiments designed for improvement of classification accuracy in the ISCO automatic coding system by using real datasets from the 2005SSM surveys and the JGSS. Key Words: JGSS, ISCO automatic coding system, Support Vector Machines SSM ISCO 2 ISCO SSM ISCO SSM SSM JGSS JGSS ISCO 193
2 1. ISCO International Standard Classification of Occupation SSM JGSS (1) 2004, 2006 (2) 1988 ILO ISCO -88 ISCO Bureau of Statistics, International Labour Office 2001 ISCO-68 JSCO ; Japanese Standard Classification of Occupation JSCO JSCO SSM Social Stratification and Social Mobility 95 SSM 1995 SSM , 2004 SSM ISCO 2 ISCO task duty job SSM ISCO ISCO-68 skill level skill specialization 2008 SSM ISCO (3) (4) Kunz 2003, Creecy et al. 1992, Riviere 1994, gram (5) 3-gram 2 SSM 2001; 2002; 2003; 2004; 2005, Takahashi et al ISCO SSM ISCO SSM SSM ISCO ISCO 194
3 2 SSM ISCO ISCO (6) ISCO ISCO ; 2008 ISCO 2003 SSM ISCO (7) ISCO 2005 SSM 2005SSM JGSS ISCO 2008 SSM 2005SSM JGSS JGSS (8) JGSS SSM 2005 SSM ISCO ISCO ISCO SSM JGSS ISCO
4 2. SSM ISCO 2.1 SSM SSM 3 1 (9) (10) (11) 2005, Takahashi et al add-code add-code JGSS (12) 2004 ISCO ISCO add-code add-code ISCO 2006 SSM ISCO add-code 2 SSM add-code SSM SSM SSM SSM SSM SSM SSM SSM SSM SSM SSM ISCO SSM
5 ISCO ISCO SSM JGSS 1 SSM 2 SSM SSM baseline (13) (13) SSM 200 SSM SVM (14) SVM 2 one-versus-rest Kressel 1999 SVM SSM SSM JGSS JGSS-2006 JGSS-2008 JGSS SSM 4,133 5,542 2,915 3,499 16,089 JGSS-2006 JGSS-2008 JGSS-2010 ISCO SSM 2,224 1,375 2,
6 /5 1/ SSM JGSS-2006 JGSS-2008 JGSS SSM & JGSS SSM & JGSS-2006 & JGSS SSM & JGSS-2006 & JGSS-2008 & JGSS SSM 2005SSM JGSS JGSS JGSS JGSS-2006 JGSS-2006 & JGSS-2008 JGSS SSM & JGSS SSM & JGSS-2006 & JGSS classification accuracy recall SSM SSM 198
7 SSM JGSS-2006 JGSS-2008 JGSS ,271 1,779 1,086 2,056 baseline SSM JGSS 4 SSM 2005SSM 6.1 JGSS SSM & JGSS , SSM & JGSS-2006 & JGSS , SSM & JGSS-2006 & JGSS-2008 & JGSS ,192 baseline JGSS 2005SSM SSM 2005SSM JGSS SSM SSM 2005SSM
8 10.3 JGSS 3 JGSS SSM JGSS-2006 JGSS ISCO JGSS ISCO (15) JGSS JGSS-2010 JGSS 2005SSM JGSS SSM JGSS JGSS-2010 SSM SSM SSM JGSS 2005SSM 16, SSM JGSS-2006 JGSS-2008 JGSS SSM JGSS 6 JGSS-2006 JGSS-2008 JGSS JGSS JGSS-2006 JGSS-2008 SSM 61.5 JGSS SSM 200
9 6 JGSS JGSS-2010 JGSS-2006 JGSS-2006 & JGSS ,224 3, SSM JGSS 7 JGSS SSM JGSS-2006 JGSS-2008 SSM SSM 4.6 SSM SSM JGSS SSM JGSS JGSS SSM & JGSS SSM & JGSS-2006 & JGSS ,313 19, ISCO 20,000 1 SSM 2 SSM 2005SSM SSM 2005SSM JGSS JGSS 1 201
10 1 3 X Y JGSS-2010 JGSS 2005SSM 2005SSM JGSS 1 5 (16) Takahashi et al JGSS-2006 & JGSS SSM SSM & JGSS-2006 & JGSS ISCO SSM JGSS SSM SSM ISCO SSM ISCO SSM ISCO 1 2 ISCO ISCO ISCO Web SSM ISCO 202
11 Acknowledgement General Social Surveys JGSS JGSS 2005 SSM 2005 SSM 1 SOC 2000 ASCO2 SOC NOC-S ASCO2 SOC Rubin SSM95 ISCO SSM SSM 2005 SSM ISCO SSM ISCO SSM ISCO Precision Data AIOCS PACE ACTR SICORE Keogh work at the office 2-gram work at at the the office 2-gram wo or ic ce 6 ISCO JGSS 34,521 JGSS , SSM 1996, 2001, 2006 ROCCO Rule-based OCcupation COding ROCCO JGSS 10 SVM Vapnik 1998, Sebastiani 2002 SVM ,300 20, JUMAN
12 SVM 1995 SSM, 1995, SSM SSM SSM, 1996, 1995 SSM 1995 SSM SSM, 2004, SSM95 ISCO-88. Bureau of Statistics, International Labour Office, 2001, Coding Occupation and Industry, Bureau of Statistics; International Labour Office. Creecy, R. H., Mas, B. M., Smith, S. J., and Waltz, D. L., 1992, Trading Mips and Memory for Knowledge Engineering, Communication of the ACM 35(8): Dumais, S., Platt, J., Hecherman, D., and Sahami, M., 1998, Inductive Learning Algorithms and Representations for Text Categorization, Proceedings of the ACM-CIKM98: Gillman, D. W., and Appel, M. V., 1999, Developing an Automated Industry and Occupation Coding System for CENSUS 2000, 2000 Proceeding of the American Statistical Association Annual Meeting, Government Statistics Section., 1984,., 2006, 2005 SSM SSM95. Joachims, T., 1998, Text Categorization with Support Vector Machines: Learning with Many Relevant Features, Proceedings of the European Conference on Machine Learning: , 2008, SSM EGP SIOPS ISEI 2005 SSM SSM : Keogh, G., 1998, Automatically Coding Occupation Description from the 1996 Census of Population of Ireland, Technical report in Central Statistic Office (CSO). Kunz, C., 2003, CENSUS: OCCUPATION (Census Paper No.03/06), Australian Bureau of Statistics., 1998, JUMAN version 3,61. Kressel, U., 1999, Pairwise classification and Support Vector Machines, Scholkopf, B., Burgesa, C. J. C., and Smola, A. J. [eds.], Advances in Kernel Methods Support Vector Learning, The MIT Press, , 2006,., 2001, SSJ Data Archive Research Paper Series JGSS-2000., 2006, No.57., 2004, 2 : Riviere, P., 1997, SICORE - general automatic coding system, Statistical Data Editing Vol.2 Methods and Techniques, United Nations Statistical Commission and Economic Commission for Europe, Rubin, D. B., 2004, Multiple Imputation for Nonresponse in Surveys, John Wiley & Sons, Hoboken New Jersey. 204
13 Sebastiani, F., 2002, Machine Learning Automated Text Categorization, ACM Computing Surveys 34(1): 1-47., 2004,., 2000, SSM 15(1): , 2001, A 2 8(1): , 2002, JGSS-2000 General Social Surveys 1: , 2003, JGSS-2001 General Social Surveys 2: , 2004, ROCCO SVM General Social Surveys 3: , 2004, 15(1): , 2005, 12(2): Takahashi, K., Takamura, H., and Okumura, M., 2005, Automatic Occupation Coding with Combination of Machine Learning and Hand-Crafted Rules, Bao, H. T., David, C., and Huan, L. [eds.], Advances in Knowledge Discovery and Data Mining Proceedings Series: Lecture Notes in Computer Science Subseries: Lecture Notes in Artificial Intelligence 3518: , Springer-Verlag Berlin Heidelberg., 2008, ISCO 2005 SSM SSM : , 2008, 15(2): Takahashi, K., Takamura, H., and Okumura, M., 2008, Direct estimation of class membership probabilities for multiclass classification using multiple scores, Knowledge and Information Systems (KAIS), 19(2): , Springer-Verlag, London., 2010, , SSM ISCO SSM SSM, , 2008,. Vapnik, V., 1998, Statistical Learning Theory, John Wiley, New York. 205
fiš„v8.dvi
(2001) 49 2 333 343 Java Jasp 1 2 3 4 2001 4 13 2001 9 17 Java Jasp (JAva based Statistical Processor) Jasp Jasp. Java. 1. Jasp CPU 1 106 8569 4 6 7; fuji@ism.ac.jp 2 106 8569 4 6 7; nakanoj@ism.ac.jp
More informationIPSJ 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 information29 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情意要因が英語の読解力と会話力に及ぼす影響-JGSS-2008 のデータから-
JGSS-2008 The Influence of Affective Factors on English Reading and Conversation Proficiency among Japanese from the Data of JGSS-2008 Kaoru KOISO Faculty of Business Administration Osaka University of
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
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 informationuntitled
Barro Regression Does social capital improve regional economic growth? - Investigation using prefectural cross-sectional data in Japan - Abstract The purpose of this research is to empirically examine
More information..,,,, , ( ) 3.,., 3.,., 500, 233.,, 3,,.,, i
25 Feature Selection for Prediction of Stock Price Time Series 1140357 2014 2 28 ..,,,,. 2013 1 1 12 31, ( ) 3.,., 3.,., 500, 233.,, 3,,.,, i Abstract Feature Selection for Prediction of Stock Price Time
More information所得の水準とばらつきの時系列的推移について-JGSSと政府統計の比較-
Trends of Income Level and Distribution: Comparison of the results of Data and Government Statistics Takehisa SHINOZAKI School of Creative Science and Engineering, Faculty of Science and Engineering, Waseda
More information06’ÓŠ¹/ŒØŒì
FD. FD FD FD FD FD FD / Plan-Do-See FD FD FD FD FD FD FD FD FD FD FD FD FD FD JABEE FD A. C. A B .. AV .. B Communication Space A FD FD ES FD FD The approach of the lesson improvement in Osaka City University
More information橡表紙参照.PDF
CIRJE-J-58 X-12-ARIMA 2000 : 2001 6 How to use X-12-ARIMA2000 when you must: A Case Study of Hojinkigyo-Tokei Naoto Kunitomo Faculty of Economics, The University of Tokyo Abstract: We illustrate how to
More information1 2 1 2012 39 1964 1997 1 p. 65 1 88 2 1 2 2 1 2 5 3 2 1 89 1 2012 Frantzen & Magnan 2005 2010 6 N2 2014 3 3.1 2015 2009 1 2 3 2 90 2 3 2 B1 B1 1 2 1 2 1 2 1 3.2 1 2014 2015 2 2 2014 2015 9 4.1 91 1 2
More information1 IDC Wo rldwide Business Analytics Technology and Services 2013-2017 Forecast 2 24 http://www.soumu.go.jp/johotsusintokei/whitepaper/ja/h24/pdf/n2010000.pdf 3 Manyika, J., Chui, M., Brown, B., Bughin,
More informationIPSJ SIG Technical Report Vol.2017-SLP-115 No /2/18 1,a) 1 1,2 Sakriani Sakti [1][2] [3][4] [5][6][7] [8] [9] 1 Nara Institute of Scie
1,a) 1 1,2 Sakriani Sakti 1 1 1 1. [1][2] [3][4] [5][6][7] [8] [9] 1 Nara Institute of Science and Technology 2 Japan Science and Technology Agency a) ishikawa.yoko.io5@is.naist.jp 2. 1 Belief-Desire theory
More information‰gficŒõ/’ÓŠ¹
The relationship between creativity of Haiku and idea search space YOSHIDA Yasushi This research examined the relationship between experts' ranking of creative Haiku (a Japanese character poem including
More informationA Study on Throw Simulation for Baseball Pitching Machine with Rollers and Its Optimization Shinobu SAKAI*5, Yuichiro KITAGAWA, Ryo KANAI and Juhachi
A Study on Throw Simulation for Baseball Pitching Machine with Rollers and Its Optimization Shinobu SAKAI*5, Yuichiro KITAGAWA, Ryo KANAI and Juhachi ODA Department of Human and Mechanical Systems Engineering,
More informationuntitled
2007 55 2 255 268 c 2007 2007 1 24 2007 10 30 k 10 200 11 110 6 60 3 1. 1 19 Mendenhall 1887 Dickens, 1812 1870 Thackeray, 1811 1863 Mill, 1806 1873 1960 610 0394 1 3 256 55 2 2007 Sebastiani 2002 k k
More informationVol. 9 No. 5 Oct. 2002 (?,?) 2000 6 5 6 2 3 6 4 5 2 A B C D 132
2000 6 5 6 :, Supporting Conference Program Production Using Natural Language Processing Technologies Hiromi itoh Ozaku Masao Utiyama Masaki Murata Kiyotaka Uchimoto and Hitoshi Isahara We applied natural
More information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 information1., 1 COOKPAD 2, Web.,,,,,,.,, [1]., 5.,, [2].,,.,.,, 5, [3].,,,.,, [4], 33,.,,.,,.. 2.,, 3.., 4., 5., ,. 1.,,., 2.,. 1,,
THE INSTITUTE OF ELECTRONICS, INFORMATION AND COMMUNICATION ENGINEERS TECHNICAL REPORT OF IEICE.,, 464 8601 470 0393 101 464 8601 E-mail: matsunagah@murase.m.is.nagoya-u.ac.jp, {ide,murase,hirayama}@is.nagoya-u.ac.jp,
More informationchisq.test corresp plot
Research and Analysis about Study Time using R MIYOSHI Yoshihiko In Saitama W. J. College, we have implemented many surveys which are the freshman questionnaire, the graduate satisfaction questionnaire,
More information_™rfic
512008 14 Ikeda Yukinori This paper examines accounting for stock issuing cost. Series of transactions from stock issuance to payment of stock issueing cost need to consider by dividing into three elements;
More information5 5 5 Barnes et al
11 2014 1 59 72 Ryuichi NAKAMOTO Abstract This paper introduces the method of active learning using case methods. We explain how to apply the method to a lecture in social sciences a field in which application
More information4 8 6 1 1 4 8 2001, 3 2 Marshall [1890]1920, 240 19 1 2001 2008 1990 1997 2007 2 Marshall [1890]1920
8 2011. 3 199 213 D. H. D. H. 1877-1953 The Evolution of Industry 1911 1904 1908 1919 1922 45 1906 Industrial Combination 2009 20 4 8 6 1 1 4 8 2001, 3 2 Marshall [1890]1920, 240 19 1 2001 2008 1990 1997
More information日本における結婚観の変化―JGSS累積データ を用いた分析―
JGSS 2000-2010 JGSS Changes in Attitudes toward Marriage in Japan: Analyses Using the JGSS Cumulative Data 2000-2010 Sayaka K. SHINOHARA JGSS Research Center Osaka University of Commerce Using the Japanese
More informationHaiku Generation Based on Motif Images Using Deep Learning Koki Yoneda 1 Soichiro Yokoyama 2 Tomohisa Yamashita 2 Hidenori Kawamura Scho
Haiku Generation Based on Motif Images Using Deep Learning 1 2 2 2 Koki Yoneda 1 Soichiro Yokoyama 2 Tomohisa Yamashita 2 Hidenori Kawamura 2 1 1 School of Engineering Hokkaido University 2 2 Graduate
More information日本人の子育て観-JGSS-2008 データに見る社会の育児能力に対する評価-
JGSS-2008 JGSS Japanese Attitudes Toward Childrearing: Opinions About the Ability to Raise Children in Japanese Society Based on JGSS-2008 Data Takayuki SASAKI JGSS Research Center Osaka University of
More information教職教育センター紀要 9号☆/表紙(9)
ISSN 2186 3172 9 29 Message from the Center Director FUJIMURA Yuji Articles Consideration on Learning Related with Human Relation in Nursery Sites : Paying attention to the forms of episode description
More informationDEIM Forum 2010 A Web Abstract Classification Method for Revie
DEIM Forum 2010 A2-2 305 8550 1 2 305 8550 1 2 E-mail: s0813158@u.tsukuba.ac.jp, satoh@slis.tsukuba.ac.jp Web Abstract Classification Method for Reviews using Degree of Mentioning each Viewpoint Tomoya
More informationMullen IFDOInternational Federation of Data Organizations http : / / www. ifdo. org / org _ archives/arc_bfr.htm CESSDA CESSDA CESSDA http://www.nsd.uib.no/ Cessda/ CESSDAArchives in Europe Elder et al.
More information28 Horizontal angle correction using straight line detection in an equirectangular image
28 Horizontal angle correction using straight line detection in an equirectangular image 1170283 2017 3 1 2 i Abstract Horizontal angle correction using straight line detection in an equirectangular image
More informationQ [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 information1 Web [2] Web [3] [4] [5], [6] [7] [8] S.W. [9] 3. MeetingShelf Web MeetingShelf MeetingShelf (1) (2) (3) (4) (5) Web MeetingShelf
1,a) 2,b) 4,c) 3,d) 4,e) Web A Review Supporting System for Whiteboard Logging Movies Based on Notes Timeline Taniguchi Yoshihide 1,a) Horiguchi Satoshi 2,b) Inoue Akifumi 4,c) Igaki Hiroshi 3,d) Hoshi
More informationAdult Attachment Projective AAP PARS PARS PARS PARS Table
PARS PARS PARS PARS IWM IWM SATSAT Adult Attachment Projective AAP PARS PARS PARS PARS Table PARS PARS PARS PARS PARS AAP George, West, & Pettem Bowlby Bowlby George et al.,, Pp. - Geroge & West, PARS
More informatione-learning station 1) 2) 1) 3) 2) 2) 1) 4) e-learning Station 16 e-learning e-learning key words: e-learning LMS CMS A Trial and Prospect of Kumamoto
e-learning station 1) 2) 1) 3) 2) 2) 1) 4) e-learning Station 16 e-learning e-learning key words: e-learninglms CMS A Trial and Prospect of Kumamoto University e-learning Station Hiroshi Nakano 1) Kazuhisa
More informationThe 18th Game Programming Workshop ,a) 1,b) 1,c) 2,d) 1,e) 1,f) Adapting One-Player Mahjong Players to Four-Player Mahjong
1 4 1,a) 1,b) 1,c) 2,d) 1,e) 1,f) 4 1 1 4 1 4 4 1 4 Adapting One-Player Mahjong Players to Four-Player Mahjong by Recognizing Folding Situations Naoki Mizukami 1,a) Ryotaro Nakahari 1,b) Akira Ura 1,c)
More information日本人英語学習者の動機付け―JGSS-2003のデータ分析を通して―
日本版 General Social Surveys 研究論文集 [4] JGSS で見た日本人の意識と行動 JGSS Research Series No.1 Motivation of Japanese English learners From the data of JGSS-2003 Kaoru KOISO By analyzing the data of JGSS-2003 with χ
More informationuntitled
2009 57 2 393 411 c 2009 1 1 1 2009 1 15 7 21 7 22 1 1 1 1 1 1 1 1. 1 1 1 2 3 4 12 2000 147 31 1 3,941 596 1 528 1 372 1 1 1.42 350 1197 1 13 1 394 57 2 2009 1 1 19 2002 2005 4.8 1968 5 93SNA 6 12 1 7,
More informationŁ×
March OECD eds. OECD eds. ab March 100.0 80.0 60.0 40.0 20.0 95.7 94.9 91.9 93.8 88.0 94.4 78.1 77.0 35.2 38.7 0.0 6069 7079 8089 9099 0009 March W W B B W B W W B B W B March 2.5 2.0 1.5 2.03 1.79 1.95
More information独立行政法人情報通信研究機構 Development of the Information Analysis System WISDOM KIDAWARA Yutaka NICT Knowledge Clustered Group researched and developed the infor
独立行政法人情報通信研究機構 KIDAWARA Yutaka NICT Knowledge Clustered Group researched and developed the information analysis system WISDOM as a research result of the second medium-term plan. WISDOM has functions that
More information24312.dvi
Cognitive Studies, 24(3), 410-434. (Sep. 2017) The Table-talk Role Playing Game (TRPG) is an analog game. This game progresses by repeating acts of speech between a Game Master (GM) and a Player (PL).
More informationVol. 42 No MUC-6 6) 90% 2) MUC-6 MET-1 7),8) 7 90% 1 MUC IREX-NE 9) 10),11) 1) MUCMET 12) IREX-NE 13) ARPA 1987 MUC 1992 TREC IREX-N
Vol. 42 No. 6 June 2001 IREX-NE F 83.86 A Japanese Named Entity Extraction System Based on Building a Large-scale and High-quality Dictionary and Pattern-matching Rules Yoshikazu Takemoto, Toshikazu Fukushima
More informationIPSJ SIG Technical Report Vol.2014-HCI-158 No /5/22 1,a) 2 2 3,b) Development of visualization technique expressing rainfall changing conditions
1,a) 2 2 3,b) Development of visualization technique expressing rainfall changing conditions with a still picture Yuuki Hyougo 1,a) Hiroko Suzuki 2 Tadanobu Furukawa 2 Kazuo Misue 3,b) Abstract: In order
More information親からの住宅援助と親子の居住関係-JGSS-2006 データによる検討-
JGSS-2006 Parental housing assistance as a determinant of parent-child proximity in Japan: Results from the JGSS-2006 Rokuro TABUCHI Faculty of Human Sciences Sophia University Exchange theory and some
More information189 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 information2-栗原.TXT
NAOSITE: Nagasaki University's Ac Title カジノ税に関する一考察 Author(s) 栗原, 克文 Citation 經營と經濟, vol.89(1), pp.17-34; 2009 Issue Date 2009-06 URL http://hdl.handle.net/10069/23392 Right This document is downloaded
More informationkut-paper-template.dvi
26 Discrimination of abnormal breath sound by using the features of breath sound 1150313 ,,,,,,,,,,,,, i Abstract Discrimination of abnormal breath sound by using the features of breath sound SATO Ryo
More informationWeb 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 informationFA 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 informationCore1 FabScalar VerilogHDL Cache Cache FabScalar 1 CoreConnect[2] Wishbone[3] AMBA[4] AMBA 1 AMBA ARM L2 AMBA2.0 AMBA2.0 FabScalar AHB APB AHB AMBA2.0
AMBA 1 1 1 1 FabScalar FabScalar AMBA AMBA FutureBus Improvement of AMBA Bus Frame-work for Heterogeneos Multi-processor Seto Yusuke 1 Takahiro Sasaki 1 Kazuhiko Ohno 1 Toshio Kondo 1 Abstract: The demand
More information@08470030ヨコ/篠塚・窪田 221号
Abstract Among three distinctive types of Japanese writing systems Kanji, Hiragana and Katakana, a behavioral experiment using 97 university students as subjects implies that Katakana is regarded as most
More informationjohnny-paper2nd.dvi
13 The Rational Trading by Using Economic Fundamentals AOSHIMA Kentaro 14 2 26 ( ) : : : The Rational Trading by Using Economic Fundamentals AOSHIMA Kentaro abstract: Recently Artificial Markets on which
More informationuntitled
2010 58 1 39 59 c 2010 20 2009 11 30 2010 6 24 6 25 1 1953 12 2008 III 1. 5, 1961, 1970, 1975, 1982, 1992 12 2008 2008 226 0015 32 40 58 1 2010 III 2., 2009 3 #3.xx #3.1 #3.2 1 1953 2 1958 12 2008 1 2
More information雇用不安時代における女性の高学歴化と結婚タイミング-JGSSデータによる検証-
日 本 版 General Social Surveys 研 究 論 文 集 [6] JGSS で 見 た 日 本 人 の 意 識 と 行 動 JGSS Research Series No.3 JGSS Women s Higher Education and Marriage Timing in an era of employment uncertainty Yuko NOZAKI Graduate
More information05_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 informationComputational Semantics 1 category specificity Warrington (1975); Warrington & Shallice (1979, 1984) 2 basic level superiority 3 super-ordinate catego
Computational Semantics 1 category specificity Warrington (1975); Warrington & Shallice (1979, 1984) 2 basic level superiority 3 super-ordinate category preservation 1 / 13 analogy by vector space Figure
More informationISO GC 24
UNGC UNGC Mitsuhiro Umezu, Ph.D.: Associate Professor, Faculty of Business and Commerce, Keio University Ph. D. 23 ISO GC 24 25 CSR NGO NPO 26 GC NGO NPO 27 Communication on Progress COP The Principles
More informationIPSJ-TOD
Vol. 3 No. 2 91 101 (June 2010) 1 1 1 2 1 TSC2 Automatic Evaluation of Text Summaries by Using Paraphrase Kazuho Hirahara, 1 Hidetsugu Nanba, 1 Toshiyuki Takezawa 1 and Manabu Okumura 2 The evaluation
More information(2008) JUMAN *1 (, 2000) google MeCab *2 KH coder TinyTextMiner KNP(, 2000) google cabocha(, 2001) JUMAN MeCab *1 *2 h
The Society for Economic Studies The University of Kitakyushu Working Paper Series No. 2011-12 (accepted in March 30, 2012) () (2009b) 19 (2003) 1980 PC 1990 (, 2009) (2001) (2004) KH coder (2009) TinyTextMiner
More informationVol. 48 No. 3 Mar PM PM PMBOK PM PM PM PM PM A Proposal and Its Demonstration of Developing System for Project Managers through University-Indus
Vol. 48 No. 3 Mar. 2007 PM PM PMBOK PM PM PM PM PM A Proposal and Its Demonstration of Developing System for Project Managers through University-Industry Collaboration Yoshiaki Matsuzawa and Hajime Ohiwa
More information08-特集04.indd
5 2 Journal of Multimedia Aided Education Research 2008, Vol. 5, No. 2, 3543 ICT ICT ICT 2 ICT ICT 1100 2008 ICT ICT 2007 ICT ICT ICT ICT IPtalk2008 2006 LAN TCP/IP 1 35 5 22008 1 Enter 1 IPtalk 2 2 2IPtalk
More information地方債と地方財政規律
* 1990 GDP 40 JEL Classification: H39, H54, H63, H72, H77 Key words: * 16 (2005a, b) 1 Local Government Bonds and Fiscal Discipline By Takero Doi, Tomoko Hayashi and Nobuyuki Suzuki Abstract Outstanding
More informationブック
ARMA Estimation on Process of ARMA Time Series Model Sanno University Bulletin Vol.26 No. 2 February 2006 ARMA Estimation on Process of ARMA Time Series Model Many papers and books have been published
More informationIPSJ SIG Technical Report Vol.2014-CG-155 No /6/28 1,a) 1,2,3 1 3,4 CG An Interpolation Method of Different Flow Fields using Polar Inter
,a),2,3 3,4 CG 2 2 2 An Interpolation Method of Different Flow Fields using Polar Interpolation Syuhei Sato,a) Yoshinori Dobashi,2,3 Tsuyoshi Yamamoto Tomoyuki Nishita 3,4 Abstract: Recently, realistic
More information( )
NAIST-IS-MT1051071 2012 3 16 ( ) Pustejovsky 2 2,,,,,,, NAIST-IS- MT1051071, 2012 3 16. i Automatic Acquisition of Qualia Structure of Generative Lexicon in Japanese Using Learning to Rank Takahiro Tsuneyoshi
More informationクレジットカードの利用に関する一考察―JGSS-2005の分析から―
日本版 General Social Surveys 研究論文集 [6] JGSS で見た日本人の意識と行動 JGSS Research Series No.3 JGSS-2005 A Study of the use of credit cards: From the Data of JGSS-2005 Yoko MATSUZAWA Graduate School of Letters Kyoto
More informationVol.53 No (Mar. 2012) 1, 1,a) 1, 2 1 1, , Musical Interaction System Based on Stage Metaphor Seiko Myojin 1, 1,a
1, 1,a) 1, 2 1 1, 3 2 1 2011 6 17, 2011 12 16 Musical Interaction System Based on Stage Metaphor Seiko Myojin 1, 1,a) Kazuki Kanamori 1, 2 Mie Nakatani 1 Hirokazu Kato 1, 3 Sanae H. Wake 2 Shogo Nishida
More informationABSTRACT
Does a Law School Education Increase Lawyers Income and Job Satisfaction?: A Questionnaire Survey of Lawyers who Passed the New Bar Examination and Those who Passed the Old Bar Examination KOYAMA Osamu
More information2) TA Hercules CAA 5 [6], [7] CAA BOSS [8] 2. C II C. ( 1 ) C. ( 2 ). ( 3 ) 100. ( 4 ) () HTML NFS Hercules ( )
1,a) 2 4 WC C WC C Grading Student programs for visualizing progress in classroom Naito Hiroshi 1,a) Saito Takashi 2 Abstract: To grade student programs in Computer-Aided Assessment system, we propose
More information情報処理学会研究報告 IPSJ SIG Technical Report Vol.2015-DBS-162 No /11/26 1,a) 1,b) EM Designing and developing an interactive data minig tool for rapid r
1,a) 1,b) EM Designing and developing an interactive data minig tool for rapid repeating trials Daishi Kato 1,a) Miki Kiyokazu 1,b) Abstract: Data mining has got attention for finding rules and knowledge
More informationemarketer SNS / SNS 2009 SNS 15 64
Relationship of Creative Thinking and Feeling Shared Communication by Social media MORISAWA Yukihiro Social media has been shared content that is created by the CGM (consumer generated media) via the Internet.
More informationVol. 48 No. 4 Apr LAN TCP/IP LAN TCP/IP 1 PC TCP/IP 1 PC User-mode Linux 12 Development of a System to Visualize Computer Network Behavior for L
Vol. 48 No. 4 Apr. 2007 LAN TCP/IP LAN TCP/IP 1 PC TCP/IP 1 PC User-mode Linux 12 Development of a System to Visualize Computer Network Behavior for Learning to Associate LAN Construction Skills with TCP/IP
More informationIPSJ SIG Technical Report Vol.2013-GN-86 No.35 Vol.2013-CDS-6 No /1/17 1,a) 2,b) (1) (2) (3) Development of Mobile Multilingual Medical
1,a) 2,b) 3 24 3 (1) (2) (3) Development of Mobile Multilingual Medical Communication Support System and Its Introduction for Medical Field Shun Ozaki 1,a) Takashi Yoshino 2,b) Aguri Shigeno 3 Abstract:
More information3_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 informationJuntendo Medical Journal
* Department of Health Science Health Sociology Section, Juntendo University School of Health and Sports Science, Chiba, Japan (WHO: Ottawa Charter for Health promotion, 1986.) (WHO: Bangkok Charter
More informationIPSJ SIG Technical Report Vol.2009-HCI-134 No /7/17 1. RDB Wiki Wiki RDB SQL Wiki Wiki RDB Wiki RDB Wiki A Wiki System Enhanced by Visibl
1. RDB Wiki 1 1 2 Wiki RDB SQL Wiki Wiki RDB Wiki RDB Wiki A Wiki System Enhanced by Visible RDB Operations Toshiya Okumura, 1 Minoru Terada 1 and Kazutaka Maruyama 2 Although Wiki systems can easily be
More informationIT,, 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 informationuntitled
580 26 5 SP-G 2011 AI An Automatic Question Generation Method for a Local Councilor Search System Yasutomo KIMURA Hideyuki SHIBUKI Keiichi TAKAMARU Hokuto Ototake Tetsuro KOBAYASHI Tatsunori MORI Otaru
More information社会関係資本と外国人に対する寛容さに関する研究―JGSS-2008 の分析から―
JGSS-2008 Social Capital and Tolerance toward Foreigners in Japan: Analysis of JGSS-2008 Emi OOKA School of Sociology Kwansei Gakuin University The goal of this paper is to explore how tolerance towards
More informationfiš„v5.dvi
(2001) 49 2 293 303 VRML 1 2 3 2001 4 12 2001 10 16 Web Java VRML (Virtual Reality Modeling Language) VRML Web VRML VRML VRML VRML Web VRML VRML, 3D 1. WWW (World Wide Web) WWW Mittag (2000) Web CGI Java
More informationTable 1 Utilization of Data for River Water Table 2 Utilization of Data for Groundwater Quality Analysis5,6,9,10,13,14) Quality Analysis5-13) Fig. 1 G
Key Words: river water quality, groundwater quality, manpower development, sewerage Table 1 Utilization of Data for River Water Table 2 Utilization of Data for Groundwater Quality Analysis5,6,9,10,13,14)
More informationThe 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本文.indd
Bull. of Yamagata Univ., Educ. Sci., Vol. 14 No. 3, February McCrindle Christensen ( ) Oxford( ) Flavell Brown Flavell F w F w F w F w F / / / / w F w F / w F w F w F w F / w F w F / w F wf w F w F w
More information日本版 General Social Surveys 研究論文集[2]
Implementing a Social Networks Module in the Japanese General Social Surveys (JGSS): Results of the Pre-test Keiko NAKAO, Ken ichi IKEDA, and Satoko YASUNO The project of Japanese General Social Surveys
More information/ p p
http://alce.jp/journal/ 14 2016 pp. 33-54 ISSN 2188-9600 * 3 Copyright 2016 by Association for Language and Cultural Education 1 2012 1 1 * E-mail: mannami.eri@gmail.com 33 1980 1990 2012 1998 1991/1993
More information”Лï‡Æ™²“¸_‚æ4“ƒ__‘dflÅPDF‘‚‡«‘o‡µ.pdf
No.4 1 1 2 No.4 No.4 2 3 4 5 6 No.4 7 8 9 No.4 10 3 No.4 No.4 4 No.4 No.4 1 2 3 4 5 6 7 8 9 10 Assessment Class and Conformity: A Study in Values, With a Reassessment Research in Social Stratification
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
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 information258 5) GPS 1 GPS 6) GPS DP 7) 8) 10) GPS GPS 2 3 4 5 2. 2.1 3 1) GPS Global Positioning System
Vol. 52 No. 1 257 268 (Jan. 2011) 1 2, 1 1 measurement. In this paper, a dynamic road map making system is proposed. The proposition system uses probe-cars which has an in-vehicle camera and a GPS receiver.
More information,,.,,.,..,.,,,.,, Aldous,.,,.,,.,,, NPO,,.,,,,,,.,,,,.,,,,..,,,,.,
J. of Population Problems. pp.,.,,,.,,..,,..,,,,.,.,,...,.,,..,.,,,. ,,.,,.,..,.,,,.,, Aldous,.,,.,,.,,, NPO,,.,,,,,,.,,,,.,,,,..,,,,., ,,.,,..,,.,.,.,,,,,.,.,.,,,. European Labour Force Survey,,.,,,,,,,
More information29 Short-time prediction of time series data for binary option trade
29 Short-time prediction of time series data for binary option trade 1180365 2018 2 28 RSI(Relative Strength Index) 3 USD/JPY 1 2001 1 2 4 10 2017 12 29 17 00 1 high low i Abstract Short-time prediction
More information1 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 information1970). Baumol, W. J., Panzar, J. C. and R. D. Willig (1982); Contestable Markets and The Theory of Industry Structure, 1982. Caves, R. and M. E. Porter (1977); From entry barriers to mobility barriers:
More information04.™ƒ”R/’Ô”�/’Xfl©
Digicashecash PC IC AI LicenseCoin License Pk A L Pk A W Rc C Coin License Okamoto and Ohta Okamoto and Ohta IC Digicashecash TTP Trusted Third Party TTP TTP TTP TTP: Trusted Third Party TTPTTP TTP TTP
More informationuntitled
SUMMARY This paper presents current situations, issues, and several practical use scenarios of anonymous communication which provides sender anonymity and receiver anonymity in a communication. As methods
More information個人消費支出からみた戦間期の景気変動:LTES個人消費支出の再推計
LTES LTES LTES 1 GNE GDP GDP 1920 LTES GDP LTES 1931 GDP 76 Hi-Stat E-mail: kiyohito.utsunomiya@boj.or.jp / /2009.3 73 1. Long-Term Economic Statistics LTES 1 1971 LTES 2 LTES LTES System of National Accounts
More information2 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先端社会研究 ★5★号/4.山崎
71 72 5 1 2005 7 8 47 14 2,379 2,440 1 2 3 2 73 4 3 1 4 1 5 1 5 8 3 2002 79 232 2 1999 249 265 74 5 3 5. 1 1 3. 1 1 2004 4. 1 23 2 75 52 5,000 2 500 250 250 125 3 1995 1998 76 5 1 2 1 100 2004 4 100 200
More information(2003)
A discussion of research with questionnaires as psychological study through a comparison with clinical interview MOTONAGA, Takuro This study discusses underlying issues and viewpoints to administrate researches
More information41-1 松本・廣津・吉村.pwd
JFA, JFA, 2009, 2011, GK DF JFA, 2009, 2012a JFA, 2010a, 2010b FIFA UEFA UEFA Lander, 2010 Rui, 2012 Rui, 2012 Mariano, 2011 JFA, 2012b GK JFA, 2011, 2012a,,, JFA, 2012c Lander, H. S. 2012 Alex, 2009 Mariano,
More informationTCP/IP IEEE Bluetooth LAN TCP TCP BEC FEC M T M R M T 2. 2 [5] AODV [4]DSR [3] 1 MS 100m 5 /100m 2 MD 2 c 2009 Information Processing Society of
IEEE802.11 [1]Bluetooth [2] 1 1 (1) [6] Ack (Ack) BEC FEC (BEC) BEC FEC 100 20 BEC FEC 6.19% 14.1% High Throughput and Highly Reliable Transmission in MANET Masaaki Kosugi 1 and Hiroaki Higaki 1 1. LAN
More informationBrennan, G. and Lomasky, L., Democracy and Decision : The Pure Theory of Electoral Preference, Cambridge: Cambridge U. P., 1993. Campbell, A., Converse, P. E., Miller W. E., and Stokes, D. E., Elections
More information