VizRank: finding informative data projections in functional genomics by machine learning

نویسندگان

  • Gregor Leban
  • Ivan Bratko
  • Uros Petrovic
  • Tomaz Curk
  • Blaz Zupan
چکیده

UNLABELLED VizRank is a tool that finds interesting two-dimensional projections of class-labeled data. When applied to multi-dimensional functional genomics datasets, VizRank can systematically find relevant biological patterns. AVAILABILITY http://www.ailab.si/supp/bi-vizrank SUPPLEMENTARY INFORMATION http://www.ailab.si/supp/bi-vizrank.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Information Visualization using Machine Learning

Data visualization is an important tool for discovering patterns in the data. Finding interesting visualizations can be however a difficult task if there are many possible ways to visualize the data. In this paper we present the VizRank method that can estimate visualization interestingness. The method can be applied on a number of visualization techniques and can automatically identify the mos...

متن کامل

شناسایی RNA های غیرکدکننده کوتاه ‌عملکردی با استفاده از روش های بیوانفورماتیکی در گوسفند و بز

MicroRNAs (miRNAs) are small non-coding RNAs that have functional roles in post-transcriptional modification. They regulate gene expression by an RNA interfering pathway through cleavage or inhibition of the translation of target mRNA. Numerous miRNAs have been described for their important functions in developmental processes in numerous animals, but there is limited information about sheep an...

متن کامل

VIPR: An Interactive Tool for Meaningful Visualization of High-Dimensional Data

Analysis, pattern discovery, and decision support all can benefit greatly from informative and interpretable visualizations, especially of highdimensional data. Informative Projection Ensemble (IPE) methodology has proven effective in finding interpretable renderings of high-dimensional data that reveal hidden low-dimensional structures in data if such structures exist. In this demonstration, w...

متن کامل

A comparison of three class separability measures

Measures of class separability can provide valuable insights into data, and suggest promising classification algorithms and approaches in data mining. We compare three simple class separability measures used in supervised machine learning. Their relative effectiveness is evaluated through their functional relationships and their random projections of data onto R for visualization. We conclude t...

متن کامل

Level of Grammatical Proficiency and Acquisition of Functional Projections: The case of Iranian learners of English language

Unlike Lexical Projections, Functional Projections (Extended Projections) are more of an ‘abstract’ in nature. Therefore, Functional Projections seem to be acquired later than Lexical Projections by the L2 learners. The present study investigates Iranian L2 learners’ acquisition of English Extended Projections taking into account their level of grammatical proficiency. Specifically, the aim is ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:
  • Bioinformatics

دوره 21 3  شماره 

صفحات  -

تاریخ انتشار 2005