Driven by the proliferation of internet-connected sensors and devices, the world today is producing data at a dramatic pace, like never before. While one part of the globe is sleeping, the other part is beginning its day with Skype meetings, web searches, online shopping, and social media interactions. This literally means that data generation, on a global scale, is a never-ceasing process.
A report published by cloud software company DOMO on the amount of data that the virtual world generates per minute will shock any person. According to DOMO's study, each minute, the Internet population posts 511,200 tweets, watches 4,500,000 YouTube videos, creates 277,777 Instagram stories, sends 4,800,000 gifs, takes 9,772 Uber rides, makes 231,840 Skype calls, and transfers more than 162,037 payments via mobile payment app, Venmo.
With such massive volumes of digital data being captured every minute, most forward-looking organizations are keen to leverage advanced methodologies to extract critical insights from data, which facilitates better-informed decisions that boost profits. This is where data mining tools and technologies come into play.
Data mining involves a range of methods and approaches to analyze large sets of data to extract business insights. Data mining starts soon after the collection of data in data warehouses, and it covers everything from the cleansing of data to creating a visualization of the discoveries gained from the data.
Also known as "Knowledge Discovery," data mining typically refers to in-depth analysis of vast datasets that exist in varied emerging domains, such as Artificial Intelligence, Big Data, and Machine Learning. The process searches for trends, patterns, associations, and anomalies in data that enable enterprises to streamline operations, augment customer experiences, predict the future, and create more value.
The key stages involved in data mining include:
Data scientists employ a variety of data mining tools and techniques for different types of data mining tasks, such as cleaning, organizing, structuring, analyzing, and visualizing data. Here's a list of both paid and open-source data mining tools you should know about in 2024.
One of the best open-source data mining tools on the market, Apache Mahout, developed by the Apache Foundation, primarily focuses on collaborative filtering, clustering, and classification of data. Written in the object-oriented, class-based programming language JAVA, Apache Mahout incorporates useful JAVA libraries that help data professionals perform diverse mathematical operations, including statistics and linear algebra.
The top features of Apache Mahout are:
Dundas BI is one of the most comprehensive data mining tools used to generate quick insights and facilitate rapid integrations. The high-caliber data mining software leverages relational data mining methods, and it places more emphasis on developing clearly-defined data structures that simplify the processing, analysis, and reporting of data.
Key features of Dundas BI include:
Teradata, also known as the Teradata Database, is a top-rated data mining tool that features an enterprise-grade data warehouse for seamless data management and data mining. The market-leading data mining software, which can differentiate between "cold" and "hot" data, is predominately used to get insights into business-critical data related to customer preferences, product positioning, and sales.
The main attributes of Teradata are:
The SAS Data Mining Tool is a software application developed by the Statistical Analysis System (SAS) Institute for high-level data mining, analysis, and data management. Ideal for text mining and optimization, the widely-adopted tool can mine data, manage data, and do statistical analysis to provide users with accurate insights that facilitate timely and informed decision-making.
Some of the core features of the SAS Data Mining Tool include:
The SPSS Modeler software suite was originally owned by SPSS Inc. but was later acquired by the International Business Machines Corporation (IBM). The SPSS software, which is now an IBM product, allows users to use data mining algorithms to develop predictive models without any programming. The popular data mining tool is available in two flavors - IBM SPSS Modeler Professional and IBM SPSS Modeler Premium, incorporating additional features for entity analytics and text analytics.
The primary features of IBM SPSS Modeler are:
One of the most well-known open-source data mining tools written in JAVA, DataMelt integrates a state-of-the-art visualization and computational platform that makes data mining easy. The all-in-one DataMelt tool, integrating robust mathematical and scientific libraries, is mainly used for statistical analysis and data visualization in domains dealing with massive data volumes, such as financial markets.
The most prominent DataMelt features include:
A GUI-based, open-source data mining tool, Rattle leverages the R programming language's powerful statistical computing abilities to deliver valuable, actionable insights. With Rattle's built-in code tab, users can create duplicate code for GUI activities, review it, and extend the log code without any restrictions.
Key features of the Rattle data mining tool include:
One of the most-trusted data mining tools on the market, Oracle's data mining platform, powered by the Oracle database, provides data analysts with top-notch algorithms for specialized analytics, data classification, prediction, and regression, enabling them to uncover insightful data patterns that help make better market predictions, detect fraud, and identify cross-selling opportunities.
The main strengths of Oracle's data mining tool are:
Fit for both small and large enterprises, Sisense allows data analysts to combine data from multiple sources to develop a repository. The first-rate data mining tool incorporates widgets as well as drag and drop features, which streamline the process of refining and analyzing data. Users can select different widgets to quickly generate reports in a variety of formats, including line charts, bar graphs, and pie charts.
Highlights of the Sisense data mining tool are:
RapidMiner stands out as a robust and flexible data science platform, offering a unified space for data preparation, machine learning, deep learning, text mining, and predictive analytics. Catering to both technical experts and novices, it features a user-friendly visual interface that simplifies the creation of analytical processes, eliminating the need for in-depth programming skills.
Key features of RapidMiner include:
KNIME (Konstanz Information Miner) is an open-source data analytics, reporting, and integration platform allowing users to create data flows visually, selectively execute some or all analysis steps, and inspect the results through interactive views and models. KNIME is particularly noted for its ability to incorporate various components for machine learning and data mining through its modular data pipelining concept.
Key features include:
Orange is a comprehensive toolkit for data visualization, machine learning, and data mining, available as open-source software. It showcases a user-friendly visual programming interface that facilitates quick, exploratory, and qualitative data analysis along with dynamic data visualization. Tailored to be user-friendly for beginners while robust enough for experts, Orange democratizes data analysis, making it more accessible to everyone.
Key features of Orange include:
H2O is a scalable, open-source platform for machine learning and predictive analytics designed to operate in memory and across distributed systems. It enables the construction of machine learning models on vast datasets, along with straightforward deployment of those models within an enterprise setting. While H2O's foundational codebase is Java, it offers accessibility through APIs in Python, R, and Scala, catering to various developers and data scientists.
Key features include:
Zoho Analytics offers a user-friendly BI and data analytics platform that empowers you to craft visually stunning data visualizations and comprehensive dashboards quickly. Tailored for businesses big and small, it simplifies the process of data analysis, allowing users to effortlessly generate reports and dashboards.
Key features include:
The demand for data professionals who know how to mine data is on the rise. On the one hand, there is an abundance of job opportunities and, on the other, a severe talent shortage. To make the most of this situation, gain the right skills, and get certified by an industry-recognized institution like Simplilearn.
Simplilearn, the leading online bootcamp and certification course provider, has partnered with Caltech and IBM to bring you the Post Graduate Program In Data Science, designed to transform you into a data scientist in just twelve months.
Ranked number-one by the Economic Times, Simplilearn's Data Science Program covers in great detail the most in-demand skills related to data mining and data analytics, such as machine learning algorithms, data visualization, NLP concepts, Tableau, R, and Python, via interactive learning models, hands-on training, and industry projects.
Read the original here:
Top 14 Data Mining Tools You Need to Know in 2024 and Why - Simplilearn
- Electric Vehicles for Construction, Agriculture and Mining Market 2020 | In-Depth Study On The Current State Of The Industry And Key Insights Of The... [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Robotic process automation market Business Opportunities and Future Strategies with Major Vendors | Celaton Ltd., Redwood Software, Uipath SRL, Verint... [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Tissue Expander Market: Projected To Witness Vigorous Expansion By 2020 2026 | Sientra, Inc.; GC Aesthetics; KOKEN CO.,GROUPE SEBBIN SAS -... [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Insulation Coating Market: Report Offers Intelligence And Forecast Till 2020 2027 | Sharpshell Industrial Solution, The Dow Chemical Company -... [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Surgical Snare Market: Size, Analytical Overview, Growth Factors, Demand, Trends And Forecast To 2020 2026 | CONMED Corporation, Cook, Medline... [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Edge Data Center Market Trends And Opportunities By Types And Application In Grooming Regions; Edition 2020-2026 - Zenit News [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Data Warehousing Market is Expected to Grow at an active CAGR by Forecast to 2028 - Zenit News [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Artificial Intelligence in Big Data Analytics and IoT Markets, 2025 - AI Makes IoT Data 25% More Efficient and Analytics 42% More Effective for... [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Lifesciences Data Mining And Visualization Market 2020 | Forecast to 2027 with Focusing on Major Players - TechnoWeekly [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- United States Electronics Health Records (EHR) Market Outlook and Forecast 2020-2025 with In-depth Analysis and Data-driven Insights on the Impact of... [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Feature selection and risk prediction for patients with coronary artery disease using data mining - DocWire News [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Global Lifesciences Data Mining and Visualization Market 2020 Analysis, Types, Applications, Forecast and COVID-19 Impact Analysis 2025 - The Daily... [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Data Mining Tools Market Growth Prospects, Key Vendors, Future Scenario Forecast 2027 IBM Corporation, SAS Institute Inc., RapidMiner, Inc., KNIME AG,... [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Data Mining Tools Market A Latest Research Report to Share Market Insights and Dynamics to 2028 - TechnoWeekly [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Global Data Mining Software Market 2020 | Know the Companies List Could Potentially Benefit or Loose out From the Impact of COVID-19 | Top Companies:... [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Transaction monitoring: Poor data highlights need to invest in tech - Euromoney magazine [Last Updated On: November 16th, 2020] [Originally Added On: November 16th, 2020]
- Sensyne Health agreement with Somerset NHS Foundation Trust helps business achieve a major landmark - Proactive Investors UK [Last Updated On: November 16th, 2020] [Originally Added On: November 16th, 2020]
- How TikTok could be used for disinformation and espionage - CBS News [Last Updated On: November 16th, 2020] [Originally Added On: November 16th, 2020]
- Social app Parler apparently receives funding from the conservative Mercer family - The Verge [Last Updated On: November 16th, 2020] [Originally Added On: November 16th, 2020]
- Biological Data Visualization Market Analysis, COVID-19 Impact,Outlook, Opportunities, Size, Share Forecast and Supply Demand 2021-2027|Trusted... [Last Updated On: November 22nd, 2020] [Originally Added On: November 22nd, 2020]
- The Weirdest Objects in the Universe | Space - Air & Space Magazine [Last Updated On: November 22nd, 2020] [Originally Added On: November 22nd, 2020]
- Epiroc introduces the RCS 4.20 Rig Control System for Pit Viper rigs - MINING.com [Last Updated On: November 22nd, 2020] [Originally Added On: November 22nd, 2020]
- Operating Systems Market Overview, Development by Companies and Comparative Analysis by 2026 - Cheshire Media [Last Updated On: November 22nd, 2020] [Originally Added On: November 22nd, 2020]
- Feed Binders Market Segments by Product Types, Manufacturers, Regions and Application Analysis to 2026 - The Think Curiouser [Last Updated On: November 22nd, 2020] [Originally Added On: November 22nd, 2020]
- Advanced Analytics Market Analysis, COVID-19 Impact,Outlook, Opportunities, Size, Share Forecast and Supply Demand 2021-2027|Trusted Business Insights... [Last Updated On: November 22nd, 2020] [Originally Added On: November 22nd, 2020]
- Data Center Infrastructure Market 2026 Growth Forecast Analysis by Manufacturers, Regions, Type and Application - The Daily Philadelphian [Last Updated On: November 22nd, 2020] [Originally Added On: November 22nd, 2020]
- Fog Computing Market Report Aims To Outline and Forecast , Organization Sizes, Top Vendors, Industry Research and End User Analysis By 2026 - Cheshire... [Last Updated On: November 22nd, 2020] [Originally Added On: November 22nd, 2020]
- Global Trend Expected to Guide Data Center Colocation Market from 2020-2026: Growth Analysis by Manufacturers, Regions, Type and Application - PRnews... [Last Updated On: November 22nd, 2020] [Originally Added On: November 22nd, 2020]
- Cybercrime To Cost The World $10.5 Trillion Annually By 2025 - GlobeNewswire [Last Updated On: November 22nd, 2020] [Originally Added On: November 22nd, 2020]
- Peloton Collaborates with Sfile Technology | Texas | tylerpaper.com - Tyler Morning Telegraph [Last Updated On: November 22nd, 2020] [Originally Added On: November 22nd, 2020]
- Global Wireless Charger Market 2026 Trends Forecast Analysis by Manufacturers, Regions, Type and Application - The Daily Philadelphian [Last Updated On: November 22nd, 2020] [Originally Added On: November 22nd, 2020]
- EHR market expected to grow 6% per year through 2025 - Healthcare IT News [Last Updated On: November 22nd, 2020] [Originally Added On: November 22nd, 2020]
- Gordon Bell Prize Winner Breaks Ground in AI-Infused Ab Initio Simulation - HPCwire [Last Updated On: November 22nd, 2020] [Originally Added On: November 22nd, 2020]
- Lifesciences Data Mining and Visualization Market: Global Industry Analysis and Opportunity Assessment 2016-2026, Tableau Software,SAP SE,IBM,SAS... [Last Updated On: November 22nd, 2020] [Originally Added On: November 22nd, 2020]
- Data Mining Tools Market Includes Important Growth Factor with Regional Forecast, Organization Sizes, Top Vendors, Industry Research and End User... [Last Updated On: November 22nd, 2020] [Originally Added On: November 22nd, 2020]
- Lifesciences Data Mining And Visualization Market jump on the sunnier outlook for growth despite pandemic - The Think Curiouser [Last Updated On: November 22nd, 2020] [Originally Added On: November 22nd, 2020]
- Data Mining Software Market 2020 to Global Forecast 2023 By Key Companies IBM, RapidMiner, GMDH, SAS Institute, Oracle, Apteco, University of... [Last Updated On: November 22nd, 2020] [Originally Added On: November 22nd, 2020]
- Plant-Based Meat Market with Latest Research Report And Growth By 2026 Market Analysis, Size, Share, Trends, Key Vendors, Drivers And Forecast - The... [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- STREAMING ANALYTICS MARKET OVERVIEW: SIZE, SHARE AND DEMAND IN UPCOMING DECADE The Courier - The Courier [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Portable Fire Extinguisher Market (COVID-19 Analysis): Indoor Applications Projected to be the Most Attractive Segment during 2020-2026 - The Courier [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- BIG DATA AND BUSINESS ANALYTICS MARKET ADVANCED TECHNOLOGY AND NEW INNOVATIONS BY 2026 IBM, ORACLE, MICROSOFT, SAP The Market Feed - The Market Feed [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Insights on the Oil Condition Monitoring Global Market to 2027 - Strategic Recommendations for New Entrants - Benzinga [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Insights on the Adaptogens Global Market (2020 to 2027) - Strategic Recommendations for New Entrants - PRNewswire [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- These 2 IPO Stocks Are Crushing the Stock Market on Wednesday - The Motley Fool [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Playout solutions market Competitive Analysis, Key Companies and Forecast Harmonic, Inc., SES SA, Grass Valley Canada, Evertz, BroadStream Solutions,... [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Graph Database Market To Witness Astonishing Growth 2027 || TIBCO Software Inc., Franz Inc, OpenLink Software, TigerGraph, MarkLogic Corporation,... [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Major Chinese Tech Company Baidu Caught Mining Private User Data Through Android Apps - Digital Information World [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- After 27 million drivers license records are stolen, Texans get angry with the seller: the government - The Dallas Morning News [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- 6th International Online Conference on Fuzzy Systems and Data Mining (FSDM 2020) held at Huaqiao University - India Education Diary [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Data Mining Tools Market: Industry Analysis, Size, Share, Growth, Trend And Forecast 2018 2028 - Cheshire Media [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Tracking H1N1pdm09, the Hantavirus, and G4 EA H1N1 w/ Data Mining - hackernoon.com [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Mining Tire Market: Qualitative analysis of the leading players and competitive industry scenario | Bridgestone, Michelin, Titan Tire, Chem China,... [Last Updated On: December 3rd, 2020] [Originally Added On: December 3rd, 2020]
- Micro Mobile Data Center Market Capacity, Production, Revenue, Price and Gross Margin, Industry Analysis & Forecast by 2026 - The Market Feed [Last Updated On: December 3rd, 2020] [Originally Added On: December 3rd, 2020]
- Impact Of Covid 19 On Telecom Analytics 2020 Industry Challenges Business Overview And Forecast Research Study 2026 - The Courier [Last Updated On: December 3rd, 2020] [Originally Added On: December 3rd, 2020]
- Personal data protection is essential to fully capitalise on the benefits of India's digital revolution: Cyble - PR Newswire India [Last Updated On: December 3rd, 2020] [Originally Added On: December 3rd, 2020]
- Making the most of your packaging line - Food & Drink Business [Last Updated On: December 3rd, 2020] [Originally Added On: December 3rd, 2020]
- Electro Diesel Locomotive Market Trends, Innovation, Growth Opportunities, Demand, Application, Top Companies and Industry Forecast 2027 | CRRC,... [Last Updated On: December 3rd, 2020] [Originally Added On: December 3rd, 2020]
- Edge Computing Market : Overview Report by 2020, Covid-19 Analysis, Future Plans and Industry Growth with High CAGR by Forecast 2026 - The Courier [Last Updated On: December 3rd, 2020] [Originally Added On: December 3rd, 2020]
- Data Analytics Outsourcing Market 2020 Top Emerging Trends Impacting the Growth Due to COVID19 and In-Depth Compitative Intelligence - Murphy's Hockey... [Last Updated On: December 3rd, 2020] [Originally Added On: December 3rd, 2020]
- Making it Real: Effective Data Governance in the Age of AI - Datanami [Last Updated On: December 3rd, 2020] [Originally Added On: December 3rd, 2020]
- Yield10 Bioscience Researcher Dr. Meghna Malik to Present at the 4th CRISPR AgBio Congress 2020 Virtual Event - GlobeNewswire [Last Updated On: December 3rd, 2020] [Originally Added On: December 3rd, 2020]
- The Solution Approach Of The Great Indian Hiring Hackathon: Winners' Take - Analytics India Magazine [Last Updated On: December 3rd, 2020] [Originally Added On: December 3rd, 2020]
- Mining Software Market 2020-2026: COVID-19 Impact and Revenue Opportunities after Post Pandemic - Murphy's Hockey Law [Last Updated On: December 3rd, 2020] [Originally Added On: December 3rd, 2020]
- Data Quality Tools Market 2026 Growth Forecast Analysis by Manufacturers, Regions, Type and Application - The Market Feed [Last Updated On: December 3rd, 2020] [Originally Added On: December 3rd, 2020]
- Rising Uptake of Big Data Analytics Software for Business to Propel Big Data and Business Analytics Market Wall Street Call - Reported Times [Last Updated On: December 3rd, 2020] [Originally Added On: December 3rd, 2020]
- HPE, a touchstone of Silicon Valley, moving headquarters to Houston to save costs, recruit talent - San Francisco Chronicle [Last Updated On: December 3rd, 2020] [Originally Added On: December 3rd, 2020]
- Several Robinhood Favorites See Selling Pressure on Wednesday - TheStreet [Last Updated On: December 3rd, 2020] [Originally Added On: December 3rd, 2020]
- Data Mining Tools Market to Reflect Impressive Growth Rate Along with Top Leading Players - The Haitian-Caribbean News Network [Last Updated On: December 3rd, 2020] [Originally Added On: December 3rd, 2020]
- Supply Chain Management: Lessons to Drive Growth and Profits Using Data Mining and Analytics | Quantzig - Business Wire [Last Updated On: December 3rd, 2020] [Originally Added On: December 3rd, 2020]
- Top 5 trends and predictions for market research in 2021 - AZ Big Media [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- Space Mining Market Trends Analysis, Top Manufacturers, Shares, Growth Opportunities, Statistics & Forecast to 2026 - BAVIATION Business Aviation... [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- Citi Launches Citi Fleet Card in the UK and Europe - Business Wire [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- Facebook Accused Of Illegally Conspiring With Google - ValueWalk [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- Data Mining Tools Market Top Manufacturers, Product Types, Applications and Specification, Forecast to 2028 - BIZNEWS [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- INTRUSION Inc. Expands Executive Team with Focus on Amplification of New Cybersecurity Solutions - GlobeNewswire [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- Essnova Solutions Named to Inc. 500 List of Fastest Growing Companies - Business Wire [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- Ready Money Capital Limited Now Offers Financial Solutions for All and Sundry - PRNewswire [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- The 3 Robinhood Stocks I'm Most Excited About - Motley Fool [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- Data Mining Tools Market Business Growth Tactics, Future Strategies, Competitive Outlook and Forecast - BAVIATION Business Aviation News [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- Supernova's Clients Wanted a New Data Insights Tool, So the Company Built 1 From Scratch - Built In Chicago [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]