業 績　

2007年

著書

  1. 平川正人, 小林聡, 津本周作, 平野章二 他: 島根大学学術リテラシー編集委員会編: 学術情報リテラシー, 島根大学, 32-50, 2007

論文

  1. Tsumoto S: Attribute generalization and fuzziness in data mining contexts. RSFDGrC 2007 Proceedings (LNAI) 4482: 379-386, 2007
  2. Tsumoto S: Meaning of pearson residuals - Linear algebra view. GrC 2007 Proceedings: 465-470, 2007
  3. Tsumoto S: Mining diagnostic taxonomy and diagnostic rules for multi-stage medical diagnosis from hospital clinical data. GrC 2007 Proceedings: 611-616, 2007
  4. Tsumoto S: Mining risk information in hospital information system as risk mining. IEEE CME 2007 Proceedings: 1948-1957, 2007
  5. Tsumoto S, Hirano S: Contingency matrix theory. JCIS 2007 Proceedings, 2007
  6. Tsumoto S, Hirano S: Detection of interesting rules using visualization of differences between rules' syntactic and semantic similarities using multidimensional scaling. International Journal of Knowledge-Based and Intelligent Engineering Systems 11: 345-354, 2007
  7. Tsumoto S, Hirano S: Risk mining. JCIS 2007 Proceedings, 2007
  8. Tsumoto S, Hirano S: Visualization of differences between rules' syntactic and semantic similarities using multidimensional scaling. Fundamental Informaticae 78: 561-573, 2007
  9. Tsumoto S, Hirano S: Contigency table and granularity. NAFIPS 2007 Proceedings: 665-669, 2007
  10. Tsumoto S, Hirano S: Charcteristics of Pearson residuals in a contingency matrix. IEEE ICCI 2007 Proceedings:195-204, 2007
  11. Tsumoto S, Hirano S: Discovery of clusters from proximity data: An approach using iterative adjustment of binary classifications. CODATA 2007 Postproceedings: 251-268, 2007
  12. Tsumoto S, Hirano S: Visualization of similarities and dissimilarities between rules using multidimensional scaling. Lecture Notes in Computer Science 4693: 978-986, 2007
  13. Tsumoto S, Matsuoka K, Yokoyama S: Risk mining for infection control. CODATA 2007 Postproceedings: 283-301, 2007
  14. Tsumoto S, Tsumoto Y, Matsuoka K, Yokoyama S: Risk mining in medicine: Application of data mining to medical risk management. Web Intelligence Meets Brain Informatics (LNCS)4845: 471-493, 2007
  15. Hirano S, Tsumoto S: Cluster analysis of temporal trajectories of hospital laboratory examinations. SPIE Proceedings 6570: 150-158, 2007
  16. Hirano S, Tsumoto S: Cluster analysis of trajectory data on hospital laboratory examinations. AMIA Annu Symp Proceedings 2007: 324-328, 2007
  17. Hirano S, Tsumoto S: Discovery of exacerbating cases in chronic hepatitis based on cluster analysis of time-series platelet count data. SPIE Proceedings: 6570, 2007
  18. Hirano S, Tsumoto S: Identifying exacerbating cases in chronic diseases based on the cluster analysis of trajectory data on laboratory examinations. IEEE ICDM2008 Workshops Proceedings: 151-156,2007
  19. Hirano S, Tsumoto S: Medical reasoning and rough sets. RSEISP 2007 Proceedings (LNAI)4585: 90-100, 2007
  20. Hirano S, Tsumoto S: Temporal data mining in hospital information systems: Analysis of clinical courses of chronic hepatitis. International Journal of Intelligent Computing in Medical Sciences and Image Processing 1: 9-20, 2007
  21. Hirano S, Tsumoto S: Trajectory analysis of laboratory tests as medical complex data mining. MCD 2007 Postproceedings (LNCS)4944 : 27-41, 2007
  22. Abe H, Tsumoto S, Ohsaki M, Yamaguchi T: Evaluating learning algorithms to support human rule evaluation with predicting interestingness based on objective rule evaluation indices. CODATA 2007 Postproceedings: 269-282, 2007
  23. Abe H, Tsumoto S, Ohsaki M, Yamaguchi T: Evaluating a constructive meta-learning algorithm for a rule evaluation support method based on objective indices. KES 2007 Proceedings (LNCS)4693: 934-941, 2007
  24. Abe H, Tsumoto S, Ohsaki M, Yamaguchi T: Evaluating learning algorithms to construct rule evaluation models based on objective rule evaluation indices. IEEE ICCI2007 Proceedings: 212-221, 2007
  25. Abe H, Tsumoto S, Ohsaki M, Yamaguchi T: Evaluation of learning algorithms to construct valid rule evaluation models based on objective indices. JCIS 2007 Proceedings, 2007
  26. Abe H, Tsumoto S, Ohsaki M, Yamaguchi T: Evaluation of learning costs of rule valuation models based on objective indices to predict human hypothesis construction phases. GrC 2007 Proceedings: 458-464, 2007
  27. Abe H, Yokoi H, Tsumoto S, Ohsaki M, Yamaguchi T: Evaluating learning models with transitions of human interests based on objective rule evaluation indices. Stud Health Technol Inform 129: 581-585, 2007
  28. Matsuoka K, Yokoyama S, Watanabe K, Tsumoto S: Data mining analysis of relationship between blood stream infection and clinical background in patients undergoing lactobacillus therapy. JSAI 2007 Postproceedings (LNAI)4914: 277-288, 2007
  29. Matsuoka K, Yokoyama S, Watanabe K, Tsumoto S: Mining rules for risk factors on blood stream infection in hospital information system. IEEE BIBM 2007 Proceedings: 181-187, 200
  30. Ohsaki M, Hideao Abe, Tsumoto S, Yokoi H, Yamaguchi T: Valuation of rule interestingness measures in medical knowledge discovery in databases. Artificial Intelligence in Medicine 41: 177-196, 2007
  31. 津本周作: リスクマイニングとその医療応用. 人工知能学会誌 22: 677-682, 2007
  32. 津本周作, 平野章二 : 複合医工学としてのデータマイニング. 人工知能学会誌 22: 201-207, 2007
  33. 阿部秀尚, 平野章二, 津本周作: テキストマイニングによる退院時サマリーからの時系列関係知識抽出. 医療情報学27: 33-38, 2007
  34. 大崎美穂, 阿部秀尚, 津本周作, 横井英人, 山口高平: 医学知識発見におけるルールの 興味深さ指標の評価. 情報処理学会論文誌 48: 1859-1873, 2007
  35. 和泉多映子, 新見喜洋, 比良野正孝, 松岡喜美子, 横山茂樹, 津本周作, 原尾 政: 医療 データマイニングを用いたリスクマネジメント. 日本臨床検査自動化学会会誌32: 26-33, 2007
  36. 中林愛恵, 中國秀章, 津村弘人, 花田英輔: 包括医療の効率化のためのDPC データの分 析と可視化. 診療録管理 19: 61-64, 2007

学会発表

  1. 花田英輔, 中國秀章, 八國秀子, 秦 美恵子, 吉岡みち子, 津本周作: ユビキタス時代の院内通信環境. 平成18年度大学病院情報マネジメント部門連絡会議. 松本, 2007年 1月
  2. 阿部秀尚, 津本周作: ルール評価支援手法における有効な学習モデル構築に必要な最少訓練事例数の見積もり法. 人工知能学会 第3回データマイニングと統計数理研究会.姫路, 2007年2月
  3. Abe H, Tsumoto S, Ohsaki M, Yokoi H, Yamaguchi T: Evaluation of learning costs of rule evaluation models based on objective indices to predict human hypothesis costruction phases. The 2007 IEEE International Conference on Granular Computing (GrC2007). San Jose, April 2007
  4. Tsumoto S, Hirano S: Cluster analysis of temporal trajectories of hospital laboratory examinations. SPIE Security and Defense 2007. Orlando, April 2007
  5. Tsumoto S, Hirano S: Discovery of exacerbating cases in chronic hepatitis based on cluster analysis of time-series platelet count data. SPIE Security and Defense 2007. Orlando, April 2007
  6. 津本周作: 病院情報システムによる診療情報の計量化. 計量生物学会全国大会. 東京, 2007年
  7. Hirano S, Tsumoto S: Cluster analysis of trajectory data on hospital laboratory examinations. AMIA Annual Symposium 2007. Chicago, April 2007
  8. Tsumoto S, Hirano S: Meaning of Pearson residuals - Linear algebra view. International Conference on Granular Computing. San Jose, April 2007
  9. Hirano S, Tsumoto S: Grouping similar trajectories in hospital laboratory data. 2007 IEEE/ICME International Conference on Complex Medical Engineering (CME 2007). Beijing, May 2007
  10. Abe H, Tsumoto S, Yokoi H, Ohsaki M, Yamaguchi T: Evaluating learning costs to predict human interests with rule evaluation models based on objective indices. 2007 IEEE/ICME International Conference on Complex Medical Engineering (CME 2007). Beijing, May 2007
  11. Matsuoka K, Yokoyama S, Watanabe K, Tsumoto S: Data mining analysis of relationship between blood stream infection and clinical background. IEEE ICCI 2007. Beijing, May 2007
  12. Hirano S, Tsumoto S: Clustering trajectory of laboratory data. 2007 IEEE/ICME International Conference on Complex Medical Engineering (CME 2007). Beijing, May 2007
  13. Tsumoto S: Mining risk information in hospital information system as risk mining. 2007 IEEE/ICME International Conference on Complex Medical Engineering (CME 2007). Beijing, May 2007
  14. Tsumoto S: Attribute generalization and fuzziness in data mining contexts. RSFDGrC 2007. Toronto, May 2007
  15. 阿部秀尚, 平野章二, 津本周作: テキストマイニングによる退院時サマリーからの時系列関係知識抽出. 第1回日本医療情報学会春季学術大会(シンポジウム2007) 大阪, 2007年6月
  16. 安田 晃, 平野章二, 阿部秀尚, 中國秀章, 花田英輔, 津本周作: 情報科学演習における事前発表会の効果. 第8回日本医療情報学会看護学術大会. 福岡, 2007年6月
  17. 阿部秀尚, 津本周作, 横井英人, 大崎美穂, 山口高平: 客観的指標群に基づくクラスタリングと主観的評価基準の比較. 2007年度人工知能学会全国大会(第21回). 宮崎, 2007年6月
  18. 内藤憲吾, 平林 悟, 阿部秀尚, 山口高平: テクニカル指標組合せルール学習に基づく投資家意志決定支援. 2007 年度人工知能学会全国大会(第21回). 宮崎, 2007年6月
  19. Matsuoka K, Yokoyama S, Watanabe K, Tsumoto S: Data mining analysis of relationship　between blood stream infection and clinical background in patients undergoing lactobacillus　therapy. JSAI 2007 Workshop on Risk Mining. Miyazaki, June 2007
  20. Hirano S, Tsumoto S: Discovery of risky cases in chronic diseases: An approach using trajectory
    grouping. JSAI 2007 Workshop on Risk Mining. Miyazaki, June 2007
  21. Tsumoto S: Pawlak memorial panel. RSSEIP 2007. Warsaw, June 2007
  22. Tsumoto S: Medical reasoning and rough sets. RSSEIP 2007. Warsaw, June 2007
  23. Abe H, Tsumoto S, Ohsaki M, Yamaguchi T: Evaluationg learning algorithm selection method　for a rule evaluation support tool based on objective indices. ADIS European Conference on　Data　Mining (ECDM2007). Lisbon, July 2007
  24. 安田 晃, 平野章二, 阿部秀尚, 中國秀章, 花田英輔, 津本周作: 情報科学演習における学習行動の類似性評定. 第39回日本医学教育学会大会. 盛岡, 2007年 7月
  25. Abe H, Tsumoto S, Ohsaki M, Yokoi H, Yamaguchi T: Evaluation of learning algorithms to construct valid rule evaluation models based on objective indices. JCIS 2007. Salt Lake City, July 2007
  26. Matsuoka K, Yokoyama S, Watanabe K, Tsumoto S: Risk mining for infection control. JCIS 2007. Salt Lake City, July 2007
  27. Tsumoto S, Hirano S: Contingency matrix theory I. JCIS 2007. Salt Lake City, July 2007
  28. Hanada E, Nakakuni H, Kudou T, Sullivan CV, Hata E, Yakuni H, Yoshioka M, Tsumoto S: Safe and efficient use of wireless communication in a large hospital. Medinfo 2007. Brisbain, August 2007
  29. Abe H, Tsumoto S, Ohsaki M, Yokoi H, Yamaguchi T: Evaluating learning models with transitions of human interests based on objective rule evaluation indices. Medinfo 2007. Brisbain, August 2007
  30. Abe H, Tsumoto S, Ohsaki M, Yokoi H, Yamaguchi T: Evaluating learning algorithms to construct rule evaluation models based on objective rule evaluation indices. IEEE ICCI 2007. Lake Tahoe, August 2007
  31. Tsumoto S, Hirano S: Charcteristics of Pearson residuals in a contingency matrix. IEEE ICCI 2007. Lake Tahoe, August 2007
  32. 安田 晃, 平野章二, 阿部秀尚, 中國秀章, 花田英輔, 津本周作: 医学部学生のパーソナリティ特性と情報科学における初期能力の推定. 日本行動計量学会第35回大会. 京都, 2007年9月
  33. 高橋伸介, 中林愛恵, 近藤雅文, 浅田祥子, 多久和司富, 中國秀章, 花田英輔, 津本周作: スキャナーシステム運用の検討. 第33回日本診療録管理学会学術大会. 京都, 2007年9月
  34. Abe H, Hirabayashi S, Ohsaki M, Yamaguchi T: Evaluationg a trading rule mining method based on temporal pattern extraction. 3rd International Workshop on Mining Complex Data
    (MCD 2007). Warsaw , September 2007
  35. Hirano S, Tsumoto S: Trajectory analysis of laboratory tests as medical complex data mining. 3rd International Workshop on Mining Complex Data (MCD 2007). Warsaw, 2007年9月
  36. Hirano S, Tsumoto S: Indiscernibility-based clustering of non-Euclidean relational data. International Workshop on Rough Sets in Knowledge Discovery (RSKD 2007). Warsaw, September 2007
  37. Hirano S, Tsumoto S: Unsupervised grouping of trajectory data on laboratory examinations for finding exacerbating cases in chronic diseases. 3rd International Workshop on Mining Complex Data (MCD 2007). Warsaw, September 2007
  38. Tsumoto S, Hirano S: Visualization of similarities and dissimilarities between rules using multidimensional scaling. 11th International Conference on Knowledge-Based Intelligent Information and Engineering Systems. Vietri sul Mare, September 2007
  39. Abe H, Tsumoto S, Ohsaki M, Yamaguchi T: Evaluating a constructive meta-learning algorithm for a rule evaluation support method based on objective indices. The 11th International Conference on Knowledge-Based Intelligent Information and Engineering Systems (KES2007). Vietri sul Mare, September 2007
  40. Abe H, Yokoi H, Ohsaki M, Yamaguchi T: Developing an integrated time-series data mining environment for medical data mining. IEEE Workshop of Data Mining in Medicine In
    conjunction with IEEE International Conference on Data Mining 2007 (DMMed2007). Omaha, October 2007
  41. Matsuoka K, Yokoyama S, Kumitomo Watanabe, Tsumoto S: Analysis of relationship between blood stream infection and clinical background in patients’ lactobacillus therapy by data mining. IEEE Workshop of Data Mining in Medicine In conjunction with IEEE International Conference on Data Mining 2007 (DMMed2007). Omaha, October 2007
  42. Hirano S, Tsumoto S: Identifying exacerbating cases in chronic diseases based on the cluster analysis of trajectory data on laboratory examinations. IEEE Workshop on Data Mining in Medicine 2007 (DMMed 2007). Omaha, October 2007
  43. Hirano S, Tsumoto S: Identifying exacerbating cases in chronic diseases based on the cluster analysis of trajectory data on laboratory examinations. IEEE Workshop of Data Mining in Medicine In conjunction with IEEE International Conference on Data Mining 2007 (DMMed2007). Omaha, October 2007
  44. Abe H, Tsumoto S, Ohsaki M, Yamaguchi T: Evaluating learning algorithms for a rule evaluation support method. The 2007 IEEE International Conference on Systems, Man and Cybernetics (SMC2007). Motreal, October 2007
  45. Tsumoto S: Dealing with granularity on non-Euclidean relational data using indiscernilblity grouping. The 2007 IEEE International Conference on Systems, Man and Cybernetics (SMC2007). Montreal, October 2007
  46. Tsumoto S, Hirano S: Contingency matrix theory. The 2007 IEEE International Conference on Systems, Man and Cybernetics (SMC2007). Montreal, October 2007
  47. Tsumoto S: Risk mining in medicine. CODATA 2007. Beijing, October 2007
  48. Tsumoto S, Hirano S: Clustering trajectory of soccer data. CODATA 2007. Beijing, October 2007
  49. Hirano S, Tsumoto S: Cluster analysis of trajectory data on hospital laboratory examinations. AMIA Fall Symposium 2007. Chicago, November 2007
  50. 阿部秀尚, 津本周作: オーダー入力状況を考慮したオーダー修正要因分析. 第27回医療情報学連合大会. 神戸, 2007年11月
  51. 安田 晃, 平野章二, 阿部秀尚, 中國秀章, 花田英輔, 津本周作: 新入生がいだくコンピュータに対する意識の定量的分析. 第27回医療情報学連合大会. 神戸, 2007年11月
  52. 高橋伸介, 中林愛恵, 近藤雅文, 浅田祥子, 多久和司富, 中國秀章, 花田英輔, 津本周作: スキャナーシステムの運用検討. 第27回医療情報学連合大会. 神戸, 2007年11月
  53. Abe H, Tsumoto S, Ohsaki M, Yokoi H, Yamaguchi T: Evaluation of learning costs of rule evaluation models based on objective indices to predict human hypothesis construction phases. IEEE GrC2007. Fremont, November 2007
  54. Tsumoto S: Mining rules for risk factors on blood stream infection in hospital information system. IEEE BIBM. Fremont, November 2007
  55. Tsumoto S: Mining diagnostic taxonomy and diagnostic rules for multi-stage medical diagnosis from hospital clinical data. IEEE GrC2007. Fremont, November 2007
  56. Tsumoto S, Hirano S: Meaning of Pearson residuals - Linear algebra view. IEEE GrC2007. Fremont, November 2007
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