@article{MAKHILLAJIT20065105227,
    title = {Integrated Investment Decision-Support Framework Analyzing and Synthesizing Multi-Dimensional Market Dynamics},
    journal = {Asian Journal of Information Technology},
    volume = {5},
    number = {10},
    pages = {1142-1153},
    year = {2006},
    issn = {1682-3915},
    doi = {ajit.2006.1142.1153},
    url = {https://makhillpublications.co/view-article.php?issn=1682-3915&doi=ajit.2006.1142.1153},
    author = {Wanli Chen,Longbing Cao and},
    keywords = {Synthesis,two-way reflexivity model,unique trends},
    abstract = {In stock markets, the performance of traditional technology-based investment methods is limited because such methods only take into account single-dimensional event factors. The study shows how the integration of multi-dimensional event factors can improve performance. We propose a novel three-layer integrated framework composed of Analysis, Synthesis and Investment Decision Support. At the first layer, multi-dimensional stock market structures are identified, in which we emphasize two key aspects that previous studies have neglected: unique trends of stocks-the patterns which relate only to individual stocks themselves and  a  two-way  reflexivity  relationship  of investors’ decisions and market reactions. At the second layer, multi-dimensional pattern components are synthesized to reflect real (and potential) market situations. At the third layer, a prototype integrates the functions of first two layers for investment decision support. The framework covers multi-dimensions of market structures and incorporates the concepts and advantages of traditional investment methods. The framework is promising, because experimental results indicated that it outperformed market baselines and single-dimensional conventional methods.}
    }