4.7 Article

Automated detection of bioimages using novel deep feature fusion algorithm and effective high-dimensional feature selection approach

Related references

Note: Only part of the references are listed.
Article Neurosciences

A Transfer Learning Approach for Early Diagnosis of Alzheimer?s Disease on MRI Images

Atif Mehmood et al.

Summary: The study utilizes layer-wise transfer learning and tissue segmentation of brain images to diagnose early stage Alzheimer's disease, achieving impressive results.

NEUROSCIENCE (2021)

Article Computer Science, Artificial Intelligence

Alzheimer's disease multiclass diagnosis via multimodal neuroimaging embedding feature selection and fusion

Yuanpeng Zhang et al.

Summary: The study introduces a novel multiclass classification framework for AD based on multimodal neuroimaging with embedded feature selection and fusion. By using regularization and optimization techniques, it achieves feature selection and fusion, proving the convergence of the optimization process. Experimental results demonstrate the method's promising performance.

INFORMATION FUSION (2021)

Article Computer Science, Interdisciplinary Applications

A deep learning model (ALNet) for the diagnosis of acute leukaemia lineage using peripheral blood cell images

Laura Boldu et al.

Summary: This study aimed to develop a deep learning system using blood cell images to predict the diagnosis of acute leukemia. The system, ALNet, showed high diagnostic prediction accuracy for myeloid and lymphoid leukemia through the recognition of abnormal cells and differentiation of lineage. It is proposed as a tool to assist clinical pathologists in leukemia diagnosis.

COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE (2021)

Article Computer Science, Interdisciplinary Applications

A random forest method with feature selection for developing medical prediction models with clustered and longitudinal data

Jaime Lynn Speiser

Summary: This study is the first investigation of feature selection for developing random forest prediction models for clustered and longitudinal binary outcomes. Results suggest that BiMM forest with backward elimination may be beneficial for developing medical prediction models due to its highest accuracy and efficiency compared to other methods.

JOURNAL OF BIOMEDICAL INFORMATICS (2021)

Article Computer Science, Artificial Intelligence

Feature selection using bare-bones particle swarm optimization with mutual information

Xian-fang Song et al.

Summary: The paper proposes a novel feature selection algorithm based on bare bones PSO with mutual information, achieving better performance. The algorithm enhances exploitation performance through effective swarm initialization strategy and local search operators, while also designing an adaptive flip mutation operator.

PATTERN RECOGNITION (2021)

Article Computer Science, Information Systems

Double L2,p-norm based PCA for feature extraction

Pu Huang et al.

Summary: A novel robust PCA formulation called Double L-2, L-p-norm based PCA (DLPCA) is proposed in this paper for feature extraction, which simultaneously considers the minimization of reconstruction error and the maximization of variance to ensure insensitivity to outliers. Experimental results demonstrate the effectiveness of this method in feature extraction.

INFORMATION SCIENCES (2021)

Article Engineering, Biomedical

Classification of white blood cells using capsule networks

Yusuf Yargi Baydilli et al.

COMPUTERIZED MEDICAL IMAGING AND GRAPHICS (2020)

Article Computer Science, Artificial Intelligence

A comprehensive survey on support vector machine classification: Applications, challenges and trends

Jair Cervantes et al.

NEUROCOMPUTING (2020)

Article Computer Science, Artificial Intelligence

An Automatic Nucleus Segmentation and CNN Model based Classification Method of White Blood Cell

Partha Pratim Banik et al.

EXPERT SYSTEMS WITH APPLICATIONS (2020)

Article Computer Science, Artificial Intelligence

A new approach for classification skin lesion based on transfer learning, deep learning, and IoT system

Douglas de A. Rodrigues et al.

PATTERN RECOGNITION LETTERS (2020)

Article Computer Science, Artificial Intelligence

Detection of cervical cancer cells based on strong feature CNN-SVM network

A. Dongyao Jia et al.

NEUROCOMPUTING (2020)

Article Computer Science, Artificial Intelligence

An experimental study on classification of thyroid histopathology images using transfer learning

Vijaya Gajanan Buddhavarapu et al.

PATTERN RECOGNITION LETTERS (2020)

Article Computer Science, Artificial Intelligence

A k-NN method for lung cancer prognosis with the use of a genetic algorithm for feature selection

Negar Maleki et al.

EXPERT SYSTEMS WITH APPLICATIONS (2020)

Article Engineering, Biomedical

Automatic mitosis detection in breast histopathology images using Convolutional Neural Network based deep transfer learning

Sabeena K. Beevi et al.

BIOCYBERNETICS AND BIOMEDICAL ENGINEERING (2019)

Article Computer Science, Artificial Intelligence

A hybrid framework for optimal feature subset selection

Alok Kumar Shukla et al.

JOURNAL OF INTELLIGENT & FUZZY SYSTEMS (2019)

Article Computer Science, Artificial Intelligence

A novel deep learning based framework for the detection and classification of breast cancer using transfer learning

SanaUllah Khan et al.

PATTERN RECOGNITION LETTERS (2019)

Article Computer Science, Information Systems

Self-Adaptive Particle Swarm Optimization for Large-Scale Feature Selection in Classification

Yu Xue et al.

ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA (2019)

Article Multidisciplinary Sciences

An Efficient hybrid filter-wrapper metaheuristic-based gene selection method for high dimensional datasets

Jamshid Pirgazi et al.

SCIENTIFIC REPORTS (2019)

Article Medical Informatics

Convolutional neural networks based efficient approach for classification of lung diseases

Fatih Demir et al.

HEALTH INFORMATION SCIENCE AND SYSTEMS (2019)

Article Computer Science, Artificial Intelligence

On the Behavior of Convolutional Nets for Feature Extraction

Dario Garcia-Gasulla et al.

JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH (2018)

Article Genetics & Heredity

The Cross-Entropy Based Multi-Filter Ensemble Method for Gene Selection

Yingqiang Sun et al.

GENES (2018)

Review Radiology, Nuclear Medicine & Medical Imaging

Convolutional neural networks: an overview and application in radiology

Rikiya Yamashita et al.

INSIGHTS INTO IMAGING (2018)

Article Computer Science, Artificial Intelligence

Bi-weighted robust matrix regression for face recognition

Jianchun Xie et al.

NEUROCOMPUTING (2017)

Article Computer Science, Artificial Intelligence

Handcrafted vs. non-handcrafted features for computer vision classification

Loris Nanni et al.

PATTERN RECOGNITION (2017)

Article Computer Science, Artificial Intelligence

How could a subcellular image, or a painting by Van Gogh, be similar to a great white shark or to a pizza?

Loris Nanni et al.

PATTERN RECOGNITION LETTERS (2017)

Article Computer Science, Artificial Intelligence

A novel stability-based adaptive inertia weight for particle swarm optimization

Mojtaba Taherkhani et al.

APPLIED SOFT COMPUTING (2016)

Article Biochemical Research Methods

CP-CHARM: segmentation-free image classification made accessible

Virginie Uhlmann et al.

BMC BIOINFORMATICS (2016)

Article Computer Science, Artificial Intelligence

A novel features ranking metric with application to scalable visual and bioinformatics data classification

Quan Zou et al.

NEUROCOMPUTING (2016)

Article Computer Science, Artificial Intelligence

A deep feature based framework for breast masses classification

Zhicheng Jiao et al.

NEUROCOMPUTING (2016)

Review Multidisciplinary Sciences

Deep learning

Yann LeCun et al.

NATURE (2015)

Article Computer Science, Artificial Intelligence

Fast incremental LDA feature extraction

Youness Aliyari Ghassabeh et al.

PATTERN RECOGNITION (2015)

Article Biochemistry & Molecular Biology

Identification of mitochondrial proteins of malaria parasite using analysis of variance

Hui Ding et al.

AMINO ACIDS (2015)

Article Computer Science, Artificial Intelligence

Class imbalance revisited: a new experimental setup to assess the performance of treatment methods

Ronaldo C. Prati et al.

KNOWLEDGE AND INFORMATION SYSTEMS (2015)

Article Computer Science, Hardware & Architecture

A survey on feature selection methods

Girish Chandrashekar et al.

COMPUTERS & ELECTRICAL ENGINEERING (2014)

Article Biochemical Research Methods

Determining the subcellular location of new proteins from microscope images using local features

Luis Pedro Coelho et al.

BIOINFORMATICS (2013)

Review Computer Science, Artificial Intelligence

Representation Learning: A Review and New Perspectives

Yoshua Bengio et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2013)

Article Automation & Control Systems

Particle Swarm Optimization for Feature Selection in Classification: A Multi-Objective Approach

Bing Xue et al.

IEEE TRANSACTIONS ON CYBERNETICS (2013)

Article Computer Science, Artificial Intelligence

A new hybrid ant colony optimization algorithm for feature selection

Md. Monirul Kabir et al.

EXPERT SYSTEMS WITH APPLICATIONS (2012)

Review Biochemical Research Methods

Biological imaging software tools

Kevin W. Eliceiri et al.

NATURE METHODS (2012)

Article Computer Science, Artificial Intelligence

Feature selection using genetic algorithm and cluster validation

Yi-Leh Wu et al.

EXPERT SYSTEMS WITH APPLICATIONS (2011)

Review Cell Biology

A guide to super-resolution fluorescence microscopy

Lothar Schermelleh et al.

JOURNAL OF CELL BIOLOGY (2010)

Review Biochemical Research Methods

Bioimage informatics: a new area of engineering biology

Hanchuan Peng

BIOINFORMATICS (2008)

Article Computer Science, Interdisciplinary Applications

IICBU 2008: a proposed benchmark suite for biological image analysis

Lior Shamir et al.

MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING (2008)

Article Mathematical & Computational Biology

Wndchrm - an open source utility for biological image analysis

Lior Shamir et al.

SOURCE CODE FOR BIOLOGY AND MEDICINE (2008)

Article Biology

High-throughput classification of images of cells transfected with cDNA clones

R Minamikawa-Tachino et al.

COMPTES RENDUS BIOLOGIES (2003)

Article Computer Science, Artificial Intelligence

Multiresolution gray-scale and rotation invariant texture classification with local binary patterns

T Ojala et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2002)