Replication Package for "An Empirical Study of the Effectiveness of an Ensemble of Stand-alone Sentiment Detection Tools for Software Engineering Datasets"

Overview

Replication Package for "An Empirical Study of the Effectiveness of an Ensemble of Stand-alone Sentiment Detection Tools for Software Engineering Datasets"

  • The file "SentiseadCode.zip" contains the source code of Sentisead using Random Forest.

  • https://www.kaggle.com/giasuddin/hybridsentiment contains the code we used to experiment with advanced language-based pre-trained transformer models (PTM)

  • The file "Results in Invididual Datasets.docx" shows performance of individual and hybrid tools on the entire datasets as well as the six datasets.

  • The file "ResultsConsolidatedWithEnsambleAssessment_BERTLabeledFinal.xlsx" contains all the data we used to answer RQ1-RQ8. The following columns are necessary in the above file to understand the data:

    1. "File" colmun shows the six studied datasets. This column also shows the folds per file that we used. For example, "DatasetLinJIRA_Cleaned_test_0" denotes the fold 0 in the Lin et al. JIRA dataset, "DatasetLinJIRA_Cleaned_test_1" denotes fold 1, etc.
    2. "Sentence" column shows the raw sentence
    3. "ManualLabel" column shows the grouth turth sentiment polarity label of the sentence
    4. "DsoLabelFullText" shows the polarity label of Opiner on the sentence
    5. "POME" shows the polarity label of POME on the sentence
    6. "Senti4SD" shows the polarity label of Senti4SD on the sentence after 10-fold cross validation per dataset
    7. "SentiCR" shows the polarity label of SentiCR on the sentence after 10-fold cross validation per dataset
    8. "SentistrengthSE" shows the polarity label of SentistrengthSE on the sentence
    9. "Shannon" shows the entropy score of the sentence based on all texts
    10. "ShannonAdjective" shows the entropy score of the sentence based on all adjectives
    11. "Ensemble_RF" shows the polarity label of a sentence from Sentiead_B (RQ4) after 10-fold cross validation per dataset
    12. 'BERT', 'ROBERTA', 'XLNET', 'ALBERT' show the polarity label of a sentence from stand-alone PTMs (RQ6) after 10-fold cross validation per dataset
    13. 'SentiseadBert', 'SentiseadRoberta', 'SentiseadXlnet', 'SentiseadAlbert' show the polarity label of a sentence from Sentiead_{PTM} (RQ7) after 10-fold cross validation per dataset
    14. 'SentiseadBertPlus', 'SentiseadRobertaPlus', 'SentiseadXlnetPlus', 'SentiseadAlbertPlus' show the polarity label of a sentence from Sentiead_{PTM}+ (RQ8) after 10-fold cross validation per dataset
This is the code of "Multi-view Contrastive Graph Clustering" in NeurlPS 2021.

MCGC Description This is the code of "Multi-view Contrastive Graph Clustering" in NeurlPS 2021. Datasets Results ACM DBLP IMDB Amazon photos Amazon co

31 Nov 14, 2022
🦕 NanoSaur is a little tracked robot ROS2 enabled, made for an NVIDIA Jetson Nano

🦕 nanosaur NanoSaur is a little tracked robot ROS2 enabled, made for an NVIDIA Jetson Nano Website: nanosaur.ai Do you need an help? Discord For tech

NanoSaur 162 Dec 09, 2022
Continual Learning of Electronic Health Records (EHR).

Continual Learning of Longitudinal Health Records Repo for reproducing the experiments in Continual Learning of Longitudinal Health Records (2021). Re

Jacob 7 Oct 21, 2022
Code for "Learning Skeletal Graph Neural Networks for Hard 3D Pose Estimation" ICCV'21

Skeletal-GNN Code for "Learning Skeletal Graph Neural Networks for Hard 3D Pose Estimation" ICCV'21 Various deep learning techniques have been propose

37 Oct 23, 2022
Dieser Scanner findet Websites, die nicht direkt in Suchmaschinen auftauchen, aber trotzdem erreichbar sind.

Deep Web Scanner Dieses Script findet Websites, die per IPv4-Adresse erreichbar sind und speichert deren Metadaten. Die Ausgabe im Terminal wird nach

Alex K. 30 Nov 18, 2022
Instance-based label smoothing for improving deep neural networks generalization and calibration

Instance-based Label Smoothing for Neural Networks Pytorch Implementation of the algorithm. This repository includes a new proposed method for instanc

Mohamed Maher 1 Aug 13, 2022
End-to-end speech secognition toolkit

End-to-end speech secognition toolkit This is an E2E ASR toolkit modified from Espnet1 (version 0.9.9). This is the official implementation of paper:

Jinchuan Tian 147 Dec 28, 2022
Pytorch code for ICRA'21 paper: "Hierarchical Cross-Modal Agent for Robotics Vision-and-Language Navigation"

Hierarchical Cross-Modal Agent for Robotics Vision-and-Language Navigation This repository is the pytorch implementation of our paper: Hierarchical Cr

43 Nov 21, 2022
Neural Radiance Fields Using PyTorch

This project is a PyTorch implementation of Neural Radiance Fields (NeRF) for reproduction of results whilst running at a faster speed.

Vedant Ghodke 1 Feb 11, 2022
Deep Learning ❤️ OneFlow

Deep Learning with OneFlow made easy 🚀 ! Carefree? carefree-learn aims to provide CAREFREE usages for both users and developers. User Side Computer V

21 Oct 27, 2022
Simple, efficient and flexible vision toolbox for mxnet framework.

MXbox: Simple, efficient and flexible vision toolbox for mxnet framework. MXbox is a toolbox aiming to provide a general and simple interface for visi

Ligeng Zhu 31 Oct 19, 2019
Meli Data Challenge 2021 - First Place Solution

My solution for the Meli Data Challenge 2021

Matias Moreyra 23 Mar 09, 2022
Official PyTorch implementation of Spatial Dependency Networks.

Spatial Dependency Networks: Neural Layers for Improved Generative Image Modeling Đorđe Miladinović   Aleksandar Stanić   Stefan Bauer   Jürgen Schmid

Djordje Miladinovic 34 Jan 19, 2022
Deep Neural Networks Improve Radiologists' Performance in Breast Cancer Screening

Deep Neural Networks Improve Radiologists' Performance in Breast Cancer Screening Introduction This is an implementation of the model used for breast

757 Dec 30, 2022
A 10000+ hours dataset for Chinese speech recognition

WenetSpeech Official website | Paper A 10000+ Hours Multi-domain Chinese Corpus for Speech Recognition Download Please visit the official website, rea

310 Jan 03, 2023
[CVPRW 2021] Code for Region-Adaptive Deformable Network for Image Quality Assessment

RADN [CVPRW 2021] Code for Region-Adaptive Deformable Network for Image Quality Assessment [Paper on arXiv] Overview Update [2021/5/7] add codes for W

IIGROUP 53 Dec 28, 2022
Yolov5-lite - Minimal PyTorch implementation of YOLOv5

Yolov5-Lite: Minimal YOLOv5 + Deep Sort Overview This repo is a shortened versio

Kadir Nar 57 Nov 28, 2022
Benchmark for Answering Existential First Order Queries with Single Free Variable

EFO-1-QA Benchmark for First Order Query Estimation on Knowledge Graphs This repository contains an entire pipeline for the EFO-1-QA benchmark. EFO-1

HKUST-KnowComp 14 Oct 24, 2022
Official Pytorch implementation of C3-GAN

Official pytorch implemenation of C3-GAN Contrastive Fine-grained Class Clustering via Generative Adversarial Networks [Paper] Authors: Yunji Kim, Jun

NAVER AI 114 Dec 02, 2022
The Video-based Accident Detection System built in Python

Accident-detection-system About the Project This Repository contains the Video-based Accident Detection System built in Python. Contributors Yukta Gop

SURYAVANSHI SNEHAL BALKRISHNA 50 Dec 07, 2022