List of works - Alessandro Sperduti

A Constructive Learning Algorithm for Discriminant Tangent Models ⬇️

A Rapid Graph-based Method for Arbitrary Transformation-Invariant Pattern Classification ⬇️

scientific article published in January 1995

A general framework for unsupervised processing of structured data

An efficient topological distance-based tree kernel

scientific article published on 25 June 2014

An introduction to recursive neural networks and kernel methods for cheminformatics

scientific article published on January 2007

Application of Cascade Correlation Networks...

article

Compositional generative mapping for tree-structured data--part I: bottom-up probabilistic modeling of trees

scientific article

Contextual processing of structured data by recursive cascade correlation.

scientific article

Control-flow discovery from event streams

Discovering high-level BPMN process models from event data

Encoding Labeled Graphs by Labeling RAAM ⬇️

scientific article published in January 1994

Generative Kernels for Tree-Structured Data

scientific article published on 15 January 2018

Heterogeneous Networks Integration for Disease Gene Prioritization with Node Kernels

scientific article published on 28 January 2020

Improving Soft Skill Extraction via Data Augmentation and Embedding Manipulation

scientific article published on 21 May 2024

Joint Neighborhood Subgraphs Link Prediction

Jointly Linking Visual and Textual Entity Mentions with Background Knowledge

publication published on 26 May 2020

Learning Orthographic Structure With Sequential Generative Neural Networks

scientific article

Learning Preferences for Multiclass Problems ⬇️

scientific article published in January 2005

Learning With Kernels: A Local Rademacher Complexity-Based Analysis With Application to Graph Kernels

scientific article published on 04 December 2017

Learning nonsparse kernels by self-organizing maps for structured data.

scientific article

Link Enrichment for Diffusion-Based Graph Node Kernels

Mining Structured Data

scientific article published in 2010

Multiresolution Reservoir Graph Neural Network

scientific article published in 2022

Pre-training of Recurrent Neural Networks via Linear Autoencoders ⬇️

scientific article published in January 2014

Predicting physical-chemical properties of compounds from molecular structures by recursive neural networks.

scientific article published in September 2006

Preference Learning for Category-Ranking based Interactive Text Categorization

Preferential text classification: learning algorithms and evaluation measures

article

Process Mining Manifesto

scientific article published in 2012

Recursive self-organizing network models.

scientific article

Scuba: scalable kernel-based gene prioritization

scientific article published on 25 January 2018

Special issue on neural networks and kernel methods for structured domains.

scientific article published on 22 September 2005

Speed up learning and network optimization with extended back propagation

scientific article published in 1993

Suppression of COVID-19 outbreak in the municipality of Vo, Italy

scientific article published on 18 April 2020

Suppression of a SARS-CoV-2 outbreak in the Italian municipality of Vo'

scientific article published on 30 June 2020

Techniques for a Posteriori Analysis of Declarative Processes

The conjunctive disjunctive graph node kernel for disease gene prioritization

article

The loading problem for recursive neural networks

scientific article published on 29 September 2005

Tree-Based Kernel for Graphs With Continuous Attributes.

scientific article published on 13 June 2017

List of works by Alessandro Sperduti

A Constructive Learning Algorithm for Discriminant Tangent Models ⬇️

A Rapid Graph-based Method for Arbitrary Transformation-Invariant Pattern Classification ⬇️

A general framework for unsupervised processing of structured data

An efficient topological distance-based tree kernel

An introduction to recursive neural networks and kernel methods for cheminformatics

Application of Cascade Correlation Networks...

Compositional generative mapping for tree-structured data--part I: bottom-up probabilistic modeling of trees

Contextual processing of structured data by recursive cascade correlation.

Control-flow discovery from event streams

Discovering high-level BPMN process models from event data

Encoding Labeled Graphs by Labeling RAAM ⬇️

Generative Kernels for Tree-Structured Data

Heterogeneous Networks Integration for Disease Gene Prioritization with Node Kernels

Improving Soft Skill Extraction via Data Augmentation and Embedding Manipulation

Joint Neighborhood Subgraphs Link Prediction

Jointly Linking Visual and Textual Entity Mentions with Background Knowledge

Learning Orthographic Structure With Sequential Generative Neural Networks

Learning Preferences for Multiclass Problems ⬇️

Learning With Kernels: A Local Rademacher Complexity-Based Analysis With Application to Graph Kernels

Learning nonsparse kernels by self-organizing maps for structured data.

Link Enrichment for Diffusion-Based Graph Node Kernels

Mining Structured Data

Multiresolution Reservoir Graph Neural Network

Pre-training of Recurrent Neural Networks via Linear Autoencoders ⬇️

Predicting physical-chemical properties of compounds from molecular structures by recursive neural networks.

Preference Learning for Category-Ranking based Interactive Text Categorization

Preferential text classification: learning algorithms and evaluation measures

Process Mining Manifesto

Recursive self-organizing network models.

Scuba: scalable kernel-based gene prioritization

Special issue on neural networks and kernel methods for structured domains.

Speed up learning and network optimization with extended back propagation

Suppression of COVID-19 outbreak in the municipality of Vo, Italy

Suppression of a SARS-CoV-2 outbreak in the Italian municipality of Vo'

Techniques for a Posteriori Analysis of Declarative Processes

The conjunctive disjunctive graph node kernel for disease gene prioritization

The loading problem for recursive neural networks

Tree-Based Kernel for Graphs With Continuous Attributes.

Universal Approximation Capability of Cascade Correlation for Structures