Biological Systems as Heterogeneous Information Networks: A Mini-review and Perspectives

Biological Systems as Heterogeneous Information Networks: A Mini-review and Perspectives
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发表时间:
2017-12
期刊:
ArXiv
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通讯作者:
Koki Tsuyuzaki;I. Nikaido
Koki Tsuyuzaki;I. Nikaido
中科院分区:
其他
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作者:
Koki Tsuyuzaki;I. Nikaido

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在真实的世界中,大多数对象和数据具有多种类型的属性和相互连接。这种数据结构被称为“异构信息网络”(HIN),并已得到广泛的研究。生物系统也被认为是高度复杂的HIN。在这项工作中,我们回顾了HIN方法在生物和化学数据中的各种应用,讨论了一些先进的主题,并描述了一些未来的研究方向。
In the real world, most objects and data have multiple types of attributes and inter-connections. Such data structures are named "Heterogeneous Information Networks" (HIN) and have been widely researched. Biological systems are also considered to be highly complicated HIN. In this work, we review various applications of HIN methods to biological and chemical data, discuss some advanced topics, and describe some future research directions.