Fixation Num. 00 OUT OF CODE 01 int makesum(int max){ 02 int i, sum; 03 sum = 0; i = 0; 06 while(i < max){ 07 sum = sum + i; 08 i = i + 1; 09 }

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1 % 1. Checklist-Base Reaing(CBR)[1] Perspective-Base Reaing(PBR)[2] Usage-Base Reaing(UBR)[3] 1 National Institute of Technology, Nara College [1], [2], [3] Checklist-Base Reaing (CBR)[1] Perspective-Base Reaing(PBR)[1]PBR Usage-Base Reaing(UBR)[3] UML 1

2 Fixation Num. 00 OUT OF CODE 01 int makesum(int max){ 02 int i, sum; 03 sum = 0; i = 0; 06 while(i < max){ 07 sum = sum + i; 08 i = i + 1; 09 } 10 return sum; 11 } voi main(voi) 14 { Heaer scan 15 int input, sum; scanf("%",&input); 18 sum = makesum(input); 19 printf("sum from 1 to % is %. n", sum); 20 } Function scan 1 CBR PBR [4] PBR CBR UBR CBR Porter UBR [5] Lanubile [6] [7] 2.2 [8], [9], [10] [8] Law [9] [11], [12], [13], [14] Web [12]Web Web Stein [13] [14]

3 µ µ Œl µ {j µ}h Document Viewer Operation Recorer Winow Event Capturer Fixation Point / Line Converter { Result Viewer Review Information Integrator y {Œ Image Processor {j Fixation Analyzer Eye Camera {j zk 2 3 (1) (2) (3) (2) (3) 4. 2 Java 2 3 Java 1 14 (1) 3

4 情報処理学会研究報告 レビュープラットフォーム 視線計測装置が出力するディスプレイ上の座標情報から レビュー被験者に表示されるレビュー対象文書の行を特定す るためにレビュープラットフォーム Crescent (Coe Review Evaluation System by Capturing Eye movement)[14] を 用いた Crescent は被験者にレビュー対象となるソース コードと レビュー時に参照される他の文書 設計書や チェックリスト をディスプレイに表示すると共に 被験 者のウィンドウ移動や表示する文書の切り替え スクロー ルなどの操作を計測する レビュー中に誤りを発見した行 をダブルクリックすると 誤り報告用のウィンドウが表示 され 誤りの内容と位置を記録できる 本プラットフォームは操作履歴からディスプレイに表示 されている文書の行とその座標を算出し 視線計測装置が 出力する座標情報から被験者がどの文書のどの行を見てい 図 3 EMR-AT Voxer Basic+ るか計算する プラットフォームは被験者の視線がその位 置にある行を認識しているか 単にとどまっただけかを区 別するために停留点を計算する 停留点とはある時間以上 4.1 実験環境 継続して視線が留まった点のことを指し 一般に被験者は 本研究では 図 2 に示す視線計測環境を用いてレビュー その位置にある文字やオブジェクトを意識的に見ていると 中の視線移動を計測する [14] 本環境は 視線計測装置を 解釈される 本研究では直径 30pixel の円内に 50ms 以上 含むハードウェアコンポーネントとコードレビュー実験用 の視線が留まった場合に その中心を停留点とみなす こ ソフトウェアから構成される れにより 計測対象者が認識なく対象上を通過したのか ハードウェアコンポーネント 対象を意識して注目したのかを区別することができる 本計測環境は視線計測装置 1 台と 視線計測装置を制御 図 4 に Crescent を用いて計測したレビュー時の視線移 し視線情報を計測する PC1 台 および被験者が利用する 動を示す 図の左側はレビュー中に被験者が閲覧した文書 PC1 台からなる 実験では上記の構成を 2 組用意し 被験 を示し 右側には文書の各行に対する視線の停留と移動を 者 2 名を同時に計測した バーチャートで示している また Crescent は計測した視 視線計測装置は内蔵カメラで撮影した被験者の眼球映像 から ディスプレイ上の注視している座標点を計測する 線移動と被験者の操作を再生し レビューの様子を再現す ることができる 本研究ではソースコードを精読する被験者の視線移動を 計測するため 被験者の視線の動きを行単位で精密に識別 4.2 予備実験 する必要がある そこで本環境では高解像度で精度の高い 予備実験は被験者のバグ発見率を計測するために実施す 計測が可能である nac Image Technology 社の非接触アイ る 予備実験におけるバグ発見率を元に バグ発見率が等 マークレコーダ EMR-AT Voxer Basic+を用いる 本計測 しくなるよう被験者を 2 つのグループに分類することで 装置は被験者に装置や計測用のめがねなどを装着する必 読み方の教示によるバグ発見率の違いを明らかにする 予 要が無いため 被験者に負担をかけることなく計測が可能 備実験では 練習を含めた 3 つのプログラムを対象に被験 である EMR-AT Voxer Basic+は検出分解能 0.3 検出 者にレビューを実施してもらう レート 60Hz で計測する 計測誤差は当環境においてディ 表 1 に予備実験で被験者に提示するプログラムを示す スプレイ上で約 5.4pixel となる これはソースコードを表 いずれのプログラムも Java で記述されたソースコードと 示したときに 約 0.45 行に相当する 本計測装置で視線を 日本語で記述された設計書からなる ソースコードにの 計測している様子を図 3 に示す み 著者らが複数の誤りを混入した バグはソースコード ソースコードを表示するために液晶ディスプレイ EIZO 10 から 20 行につき 1 件を混入し ソースコードの長さか FlexscanS1721) を解像度 で使用した ソース らバグの数を予測できないよう配慮した 誤りは ボーリ コードは被験者用 PC 上で動作する レビュープラット ス バイザーの作成したバグ分類 [15] に基づいて 発生頻 フォームを用いてディスプレイに表示される また ヘッ 度が高く 特定のプログラム言語に依存しない以下の 3 種 ドレストがついた椅子を用いることでレビュー中に被験者 類を埋めた の頭が動かないよう配慮した 2014 Information Processing Society of Japan 機能不良 要求と実際のソースコードの相違に起因す 4

5 4 1 Main.java 18 0 n 1 n Sum.java Day.java July.java Account.java Bank.java

6 2 Pyrami.java 14 1 n n Main.java Main.java House.java 34 1 bukken.at % 71.4% 8.9% 2 Welch t p = % { el el el l µ µµ Œ 5 3 [%] [%] Main.java House.java bukken.at Welch t p<

7 e e e e e e Œ, D e e Œ, D Main.javaHouse.java bukken.at 6 7 Main.javaHouse.java 5 Main.java 5% 10% Main.java House.java 5 Main.java House.java House.java Main.javaHouse.java, Bukken.at 2 Main.java 20 Main.java % 3 7

8 Πe e e e D, 8 c D Πe e e e, 9 j JSPS (B) [1] M. E. Fagan Design an Coe Inspection to Reuce Errors in Program Development, IBM Systems Journal, Vol.15, No.3, pp , (1976) [2] F. J. Shull Developing Techniques for Using Software Documents: A Series of Empirical Stuies, PhD thesis, Univ. of Marylan, (1988) [3] T. Thelin, P. Runeson, an B. Regnell Usage-base Reaing An Experiment to Guie Reviewers with Use Cases, Information an Software Technology, Vol.43, No.15, pp , (2001) [4], Giere Sabaliauskaite,, UML CBR PBR, 2002, pp67-74, (2002) [5] A. A. Porter, L. Votta Comparing Detection Methos for Software Requirements Inspection: A Replication using Professional Subjects, Empirical Software Engineering, Vol.3, No.4, pp , (1988) [6] F. Lanubile, G. Visaggio Evaluating Defect Detection Techniques for Software Requirements Inspections, IS- ERN pp00-08(2000) [7] T. Thelin, P. Runeson, an C. Wohlin An Experimental Comparison of Usage-Base an Checklist- Base Reaing, IEEE Transaction on Software Engineering, Vol. 29, No. 8, pp (2003) [8],,,Vol.46,No.6, pp (2010) [9] B. Law,M. S. Atkins,A. E. Kirkpatrick,,A. J. Lomax, an C. L. Mackenzie Eye gaze patterns ifferentiate novice an expert in a virtual laparoscopic surgery training environment, In Proceeings of ACM Symposium of Eye Tracking Research an Applications (ETRA), pp41-48,(2004) [10],,,,,,Vol.16, No.2, pp27-38(2014) [11] S. Zhai,C. Morimoto,an S. Ihe Manual an gaze input cascae (MAGIC) pointing, In Proceeings of The SIGCHI Conference on Human Factors In Computing Systems 99, pp (1999) [12],,, Web,,Vol.44,No.11,pp (2003) [13] Rany Stein,Susan E. Brennan Another Person s Gaze as a Cue in Solving Programming Problems, In Proceeings of The 6th International Conference on Multimoal Interface, pp9-15(2004) [14] Hietake Uwano Measuring an Characterizing Eye Movements for Performance Evaluation of Software Review, Ph.D. thesis, Nara Institute of Science an Technology, (2009) [15] Boris Beizer (1994) 8

様式 C-19 科学研究費助成事業 ( 科学研究費補助金 ) 研究成果報告書 平成 24 年 5 月 15 日現在 機関番号 :54601 研究種目 : 若手研究 (B) 研究期間 :2010~2011 課題番号 :22700043 研究課題名 ( 和文 ) ソフトウェアレビューにおける熟練者の視線移動に着目した暗黙知の分析 研究課題名 ( 英文 ) An analysis of implicit

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