Discriminative pattern discovery on biological networks. ([2017])

• Record Type: Book
• Further Information: Note: Fabio Fassetti, Simona E. Rombo, Cristina Serrao.
• Authors: Fassetti, Fabio; Rombo, Simona E; Serrao, Cristina
• Contents: Preface; Acknowledgements; Contents; Part I Biological Networks; 1 Data Sources and Models; 1.1 Protein Data; 1.1.1 Protein -- Protein Interaction Networks; 1.2 Disease Data; 1.2.1 Genotype -- Phenotype Networks; 1.3 Co-expression Data; 1.3.1 Network Populations; References; 2 Problems and Techniques; 2.1 Network Alignment; 2.1.1 Techniques; 2.1.2 Querying; 2.2 Network Clustering; 2.2.1 Techniques; 2.3 Network Motif Extraction; 2.3.1 Techniques; References; Part II Pattern Mining; 3 Exceptional Pattern Discovery; 3.1 Frequent Pattern Mining; 3.2 Emerging Patterns and Contrast Sets. 3.3 Pattern Discovery on Networks3.4 Pattern Discovery on Biological Data; References; 4 Discriminating Graph Pattern Mining from Gene Expression Data; 4.1 Motivations; 4.2 Network Model; 4.2.1 Strength of the Relationships; 4.2.2 Relevance of the Relationships; 4.2.3 Building Networks; 4.3 Statement of the Problem; 4.3.1 Discriminating Pattern; 4.3.2 Problem Definition; 4.4 Technique; 4.4.1 Algorithm; 4.4.2 Strength Computation Details; 4.4.3 Relevance Computation Details; References.
• Publisher Details: Cham, Switzerland : Springer
• Publication Date: 2017
• Copyright Date: 2017
• Extent: 1 online resource
• Subjects: 570.1/13; Computer science; Biological systems -- Simulation methods; Pattern recognition systems; NATURE -- Reference; SCIENCE -- Life Sciences -- Biology; SCIENCE -- Life Sciences -- General; Biological systems -- Simulation methods; Pattern recognition systems; Computer Science; Computational Biology/Bioinformatics; Pattern Recognition; Data Mining and Knowledge Discovery; Bioinformatics; Gene Expression; Computers -- Computer Vision & Pattern Recognition; Computers -- Database Management -- Data Mining; Science -- Life Sciences -- Anatomy & Physiology; Medical -- Genetics; Pattern recognition; Data mining; Molecular biology; Medical genetics; Bioinformatics; Optical pattern recognition; Data mining; Gene expression; Computers -- Computer Science; Life sciences: general issues; Electronic books
• Languages: English
• ISBNs: 9783319634777; 3319634771
• Related ISBNs: 9783319634760; 3319634763
• Notes: Note: Includes bibliographical references.; Note: Print version record.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.