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2 Operator Operator 3 3 Abstract There are many Multi-Agent Simulation systems that are intending easy to use. When we will evaluate modeling usability now, it is difficult to evaluate quantitatively from operating time, because there are variability in tasks causedby thinking time on construction of models. So we designed to evaluate usability from the total time, the thinking time and the operating time. In this study we calculate the remain time by subtract operating time from total task executing time. The remain time is including the meta thinking time, that is, decision of the methodandcognition of the task goal. Andwe comperedthe total time, operating time andthe remain time, with a satisfaction rate of modeling. We appliedthis methodto 3 simulation systems to evaluate quantitative usability. Then there confirmedthat a significant difference between 3 systems with the total time, however, there are only non significant differences between 3 systems with the remain time. This study shows that there is correlation between the remain time and the satisfaction rate. Andestimatedwhen using the remain time, It can be possible to evaluate quantitatively about tasks with much thinking time.

3 1 IC MITRAM 1) a PlatBox Simulator 2) b GPGSiM 3) Java c SOARS 4) GUI d Repast 5) Groovy Java e MASON 6) Java f Agent sheet 7) g NetLogo 8) 1

4 h UFSfOM 9) 2 1 GUI GUI UI GUI 10) UI 11) ISO

5 1 2 3 GOMS Goal/Operator/Method/Selection rule 12) GOMS KLM Keystroke Level Model 13) Operator Operator Natural GOMS Language CPM-GOMS GOMS 1 Goal Goal Sub Goal Selection Rule Sub Goal Method Sub Goal 1 Method1 Method1 Operator Goal Selection Rule Method Method Operator Goal Selection Rule GOMS GOMS Operator Operator 3

6 3 Operator (c) (d) (h) 3 GOMS KLM Operator Operator GOMS-KLM GOMS-KLM Operator Operator KLM Operator KLM Operator Method KLM Step2 Method KLM Goal Method 14) Method (c) (d) (h) 3 4

7 GUI (c) Repast Simphony2.0 Java (d) SOARS4.1.1 (h) UFSfOM GUI (h) (a) PlatBox Simulator SOARS Step1 Step2 Step3 Repast Step2 Java Step3 Step1 3 Step1 3 5

8 Step2 Method Step2 Method Step3 Step Method Step KLM Operator Step3 Operator KLM Operator KLM GOMS-KLM Operator KLM 1 1 KLM Operator KLM Operator KLM Operator KLM Selection Rule 6

9 4.2 ( 2) KLM ( 3) ( 4) 0.038(p =0.890 R 2 =0.000) KLM 0.208(p =0.455 R 2 =0.043) 0.674(p =0.005 R 2 =0.454) KLM (a) (b) (e) 3 ( 5) (e) 2 5 Friedman (p <0.01) Scheffe Repast-UFSfOM (p <0.01) UFSfOM SOARS Repast 5.2 KLM 6 Step3 UFSfOM 2 7

10 SOARS Repast 1263 UFSfOM Friedman (p =0.022) Scheffe SOARS-UFSfOM (p =0.040) 3 SOARS UFSfOM Step3 KLM SOARS Repast UFSfOM Friedman (p =0.015) Scheffe SOARS-Repast (p =0.017) 7 KLM UFSfOM SOARS Repast Subject 2 UFSfOM KLM 7 SOARS KLM SOARS SOARS Repast UFSfOM Friedman (p =0.246) 8 Step3 UFSfOM FUSfOM SOARS Repast Repast Step3 UFSfOM GUI SOARS 8

11 Step Friedman (p =0.014) Scheffe Repast- UFSfOM (p =0.028) Friedman (p =0.022) Scheffe SOARS-UFSfOM (p =0.040) Repast-UFSfOM (p =0.086) UFSfOM 2 80% 3 9 SOARS 2 UFSfOM UFSfOM 6. GOMS 9

12 KLM KLM 3 KLM 3 SOARS UFSfOM SOARS UFSfOM GUI UFSfOM 10

13 (1),,,,,, :,,16(3), 199/208 (1997) (2)T. Iba, Y. Takefuji : BoxedEconomy Simulation Platform for Agent-BasedEconomic andsocial Modeling. Computational Analysis of Social andorganizational Systems 2002, Pittsburgh, USA, (2002) (3)Saito, M., Yamaki, H., Akiyama, E., Sejima, M., andyohida, K., : GPGSiM: A New Simulation Environment for International Politics andeconomics, The 2009 Summer Computer Simulation Conference (SCSC 09), 283/290 (2009) (4),, SOARS, PRO 46,SIG6,pp.63/63 (2005) (5)Collier, N., Howe, T., andnorth, M. Onwardandupward: The transition to repast 2.0. In Proceedings of the First Annual North American Association for Computational Social andorganizational Science Conference (Pittsburgh, PA USA, June 2003), Electronic Proceedings. (2003) (6)Sean Luke, Claudio Cioffi-Revilla, Liviu Panait, Keith Sullivan, and Gabriel Balan. : MASON: A Multi-Agent Simulation Environment. In Simulation: Transactions of the society for Modeling and Simulation International. 82(7):517/527.(2005) (7)A. Repenning:Agentsheets: A Tool for Building Domain-Oriented Dynamic, Visual Environments, University of Colorado at Boulder Dept. of Computer Science, (1993) (8)Seth Tisue, Uri Wilensky:Design andimplementation of a multiagent modeling environment, Proceedings of the Agent 2004 Conference on Social Dynamics: Interaction, Reflexivity andemergence, Chicago, IL, (2004) (9)Masato Ikai, Naoaki Itakura :User-Friendly Simulator for Open Modeling by Hierarchically Management, JACIII Vol.17 No.6, 862/871 (2013) (10)Brian Wilson,, (1996) (11)Steven F. Railsback : Agent-basedSimulation Platforms - Review anddevelopment Recommendations, Society for Computer Simulation International, Vol. 82, Issue 9, 609/623 (2006) 11

14 (12)CardStuart, Thomas P. Moran, Allen Newell :The Psychology of Human Computer Interaction, Lawrence Erlbaum Associates (1983) (13)Stuart K. Card, Thomas P. Moran, Allen Newell : The keystroke-level model for user performance time with interactive systems, Communications of the ACM CACM Volume 23 Issue 7, 396/410 (1980) (14),, :,. A, J79-A(2), 416/423 (1996) 12

15 Goal Selection Rule Text file の指定の箇所に文字列を入力する Sub Goal1 マウスを用いて選択する Method に決定 Method1 Operator 1,2,3,4 の呼び出し 1. 入力する場所を確認 2. マウスに手をかける 3. マウスカーソルを目的の箇所まで移動 4. 目的の箇所で左クリックを押す 入力箇所の選択 Goal を Sub Goal に展開 Sub Goal2 文字列の入力 Method2 キーボードから入力する Method に決定 Method3 Operator 1,2 の呼び出し Operator 1,2 の呼び出し 1. 入力する場所を確認 2. 方向キーを押して目的の箇所までカーソルを移動 1. 入力する文字列を確認 2. 文字列を打鍵して入力する Sub Goal Selection Rule Method Operator Goal Selection Rule Method Operator 残余時間 KLM で算出 総作業時間 図 1 GOMS-KLM 法による作業の分析

16 表 1 KLM における各 Operator の実行時間 M: 心理的準備時間 (1.35sec) H: マウスとキーボードの持ち替え (0.4sec) P: マウスカーソルを目的の位置に移動する (1.1sec) B: マウスのボタンを押すまたは離す (0.1sec) K: キーボードを打鍵する (0.28sec)

17 Total time (sec) R² = Satisfaction 図 2 満足度と総作業時間の比較

18 KLM time(sec) R² = Satisfaction 図 3 満足度と KLM 作業時間の比較

19 Remain time (sec) R² = Satisfaction 図 4 満足度と残余時間の比較

20 * Satisfaction average SOARS REPAST UFSfOM 図 5 モデル作成作業に対する満足度 * : p<0.05

21 Total time(sec) SOARS Repast Subject 図 6 Step3 における UFSfOM と他群の総作業時間の差

22 KLM time(sec) SOARS Repast Subject 図 7 Step3 における UFSfOM と他群の KLM 作業時間の差

23 KLM time(sec) SOARS Repast Subject 図 8 Step3 における UFSfOM と他群の残余時間の差

24 表 2 確実性と完全性の評価項目 エージェントは 5 つ作られているか. エージェントは値の比較を行って対象を選択できるか. 値を算出するための属性は 6 つ設定されているか. 入力される数値は正常に処理されているか. 選択対象は 4 つ設定されているか. 選択結果の出力は正常に処理されているか. 確実性 : 選択された Method はモデルを実現できるものか. モデルの記述に錯誤はないか. 完全性 : モデル実装に必要な記述に不足はないか. モデル実装に不要な記述が動作を妨げていないか.

25 120 * * 100 Achievement(%) SOARS Repast UFSfOM 0 Completeness Accuracy 図 9 3 群における確実性と完全性の評価 *:p<0.05

26 1 GOMS-KLM 1 KLM Operator 2 3 KLM Step3 UFSfOM 7 Step3 UFSfOM KLM 8 Step3 UFSfOM 2 9 3

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