Context-aware visual exploration of molecular databases

被引:0
|
作者
Di Fatta, Giuseppe [1 ]
Fiannaca, Antonino
Rizzo, Riccardo
Urso, Alfonso
Berthold, Michael R.
Gaglio, Salvatore
机构
[1] Univ Reading, Sch Syst Engn, Reading RG6 6AY, Berks, England
[2] Univ Palermo, Natl Res Council, ICAR CNR, I-90128 Palermo, Italy
[3] Univ Konstanz, Dept Comp & Informat Sci, D-78457 Constance, Germany
[4] Univ Palermo, DINFO, I-90128 Palermo, Italy
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Facilitating the visual exploration of scientific data has received increasing attention in the past decade or so. Especially in life science related application areas the amount of available data has grown at a breath taking pace. In this paper we describe an approach that allows for visual inspection of large collections of molecular compounds. In contrast to classical visualizations of such spaces we incorporate a specific focus of analysis, for example the outcome of a biological experiment such as high throughout screening results. The presented method uses this experimental data to select molecular fragments of the underlying molecules that have interesting properties and uses the resulting space to generate a two dimensional map based on a singular value decomposition algorithm and a self-organizing map. Experiments on real datasets show that the resulting visual landscape groups molecules of similar chemical properties in densely connected regions.
引用
收藏
页码:136 / 141
页数:6
相关论文
共 50 条
  • [1] Context-Aware Fuzzy Databases
    Cadenas, J. T.
    Marin, N.
    Vila, M. A.
    APPLIED SOFT COMPUTING, 2014, 25 : 215 - 233
  • [2] Querying Context-Aware Databases
    Martinenghi, Davide
    Torlone, Riccardo
    FLEXIBLE QUERY ANSWERING SYSTEMS: 8TH INTERNATIONAL CONFERENCE, FQAS 2009, 2009, 5822 : 76 - 87
  • [3] Context-Aware Fuzzy Databases: An application
    Cadenas, L. Jose Tomas
    Marin Ruiz, Nicolas
    Vila Miranda, M. A.
    PROCEEDINGS OF THE 2015 CONFERENCE OF THE INTERNATIONAL FUZZY SYSTEMS ASSOCIATION AND THE EUROPEAN SOCIETY FOR FUZZY LOGIC AND TECHNOLOGY, 2015, 89 : 902 - 908
  • [4] A Logical Approach to Context-Aware Databases
    Martinenghi, Davide
    Torlone, Riccardo
    MANAGEMENT OF THE INTERCONNECTED WORLD, 2010, : 211 - 219
  • [5] Context-Aware Visual Tracking
    Yang, Ming
    Wu, Ying
    Hua, Gang
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2009, 31 (07) : 1195 - 1209
  • [6] Management of context-aware preferences in Multidimensional Databases
    Jerbi, Houssem
    Ravat, Franck
    Teste, Olivier
    Zurfluh, Gilles
    2008 THIRD INTERNATIONAL CONFERENCE ON DIGITAL INFORMATION MANAGEMENT, VOLS 1 AND 2, 2008, : 683 - 689
  • [7] A context-aware framework for multimodal document databases
    Celentano, A
    Gaggi, O
    MULTIMEDIA DATABASES AND IMAGE COMMUNICATION, 2004, 17 : 1 - 12
  • [8] Context-Aware weighted for visual tracking
    Ding, Xiaoxue
    Xu, Haixia
    Huang, Yunjia
    Liu, Yong
    2019 CHINESE AUTOMATION CONGRESS (CAC2019), 2019, : 1598 - 1603
  • [9] Context-Aware Visual Compatibility Prediction
    Cucurull, Guillem
    Taslakian, Perouz
    Vazquez, David
    2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2019), 2019, : 12609 - 12618
  • [10] Context-Aware Querying in Multimedia Databases - A Futuristic Approach
    Iftikhar, Nadeem
    Zafar, Zouhaib
    Ali, Shaukat
    PROCEEDINGS OF WORLD ACADEMY OF SCIENCE, ENGINEERING AND TECHNOLOGY, VOL 5, 2005, 5 : 140 - 143