Data Mining: Definition, Functions
Data mining refers to procedures which facilitate extraction of information taken from assigned data sets for detecting trends, patterns, or relevant data.
Overall goals of employing data mining are to execute decisions based on data with data sets.
Data mining tools work closely with predictive analysis, a form of statistical science which employs complex algorithms created for engagement of some specific forms of issues.
Such predictive analysis initially detects patterns within huge swathes of data, that data mining projects to predict or forecast.
Data mining fulfils some special function, that is to detect patterns from datasets applied to sets of issues which come under some unique domain.
Data mining refers to steps of scouring huge sets of data to seek out certain patterns or trends which are not detectable with simple analysis techniques.
This employs application of complex mathematical algorithms to examine data, then later evaluate the probability of events unfolding in future times based upon data analysis.
This might also be termed as knowledge discovery of data and KDD.
Data mining gets used by businesses to seek out specific information from huge sets of data to derive possible solutions that address business problems, impediments.
This bears the potential for transforming raw data into insights that may aid businesses growth through facilitating business insights that may help to broker more pragmatic, profitable business choices.
Data mining has different forms, like pictorial data mining, text mining, social media mining, web mining, or audio and video mining or more.
Data Mining Service |
SAS |
| Specialty | SAS leads in data analytics. Through innovative software and services, SAS empowers and inspires customers around the world to transform data into intelligence. SAS’s software enables deep learning construction. As a data scientist, business analyst, statistician, or forecaster, discover the real power of SAS® to explore, analyse and visualize data.
Services: Machine learning, Visual Analytics, Visual text analytics, Visual data mining, Visual forecasting |
| Pricing | Request a quotation: [email protected] |
| Website | https://www.sas.com/en_sg/ |
| Address | 1 Wallich St, #16-01/02 Guoco Tower, Singapore 078881 |
| Telephone | +65-6398 8988 |
| Opening hours | 8.30 am to 5.30 pm |
Data Mining Service |
Mitrais |
| Specialty | They help global brands develop digital world. Nearshore Software Development Teams for Singapore Companies. Save up to 40% on your development cost. They build managed teams for your needs, perfectly tailored to your business. Since 1991, Mitrais provides software development services and products to business across the Asia Pacific region.
Services: Data mining, Mobile apps, Web apps, UX design, DevOps |
| Pricing | Request a quotation: [email protected] |
| Website | https://www.mitrais.com/ |
| Address | 10 Anson Road, #03-05 International Plaza, 079903 |
| Telephone | +65- 8311 1374 |
| Opening hours | 9 am to 6 pm |
Data Mining Service |
DataSpark |
| Specialty | DataSpark are leaders in processing large geo-spatial temporal mobility data to deliver intelligence on people and places using the highest data privacy standards. Understanding how people move, where they go and what they do enables organizations to map their strategy around where people live, work and play, optimizing data analytics.
Services: Data insights customized, Mobility Intelligence, data analytics, data visualization, footfall traffic data |
| Pricing | Request a quotation: [email protected] |
| Website | https://www.dsanalytics.com/ |
| Address | 31B Exeter Rd, Comcentre, Atrium 239732 |
| Telephone | +65-6838 3388 |
| Opening hours | 9 am to 8 pm |
Data Mining Service |
Integral Solutions |
| Specialty | Integral Solutions Asia is one of the most successful data mining companies in Asia and is changes how other companies access data mining with its extensive data-mining services, turnkey solutions, customer support which includes training and comprehensive after sales service. They provide consulting on data mining issues for diverse clientele.
Services: Data mining applications, visual data science, machine-learning solution, predictive analytics, model management, data gathering and mining |
| Pricing | Request a quotation: [email protected] |
| Website | https://www.datamining.com.sg/ |
| Address | 3015A Ubi Rd 1, Singapore 408705 |
| Telephone | +65-6744 7876 |
| Opening hours | 9 am to 6 pm |
Data Mining Service |
IBM |
| Specialty | With the Warehouse tools Administration Console, you can view, export, update, and delete models in the mining database. You can also import mining models into the mining database and load a mining model to the cache. The mining visualization tool provides multiple graphic representations of the data mining model results.
Services: Business Analytics, Data mining, mining visualization, data mining models, Cognos Analytics |
| Pricing | Request a quotation: [email protected] |
| Website | https://www.ibm.com/sg-en |
| Address | 9 Changi Business Park Central 1 The IBM Place Singapore 486048 |
| Telephone | +1800 3172 782 |
| Opening hours | 24/7 |
Data Mining Service |
APPZGATE |
| Specialty | APPZGATE is an IT Solution provider company with creativity, innovation, and technology. They specialize in Consultancy, IT System Strategy & Planning by advising organizations on how to best use Information Technology in achieving their business objectives. They estimate, manage, implement, deploy, and administer IT systems, maintenance for optimizing client businesses.
Services: Market and competitive analysis, data analysis, data visualization, data mining, data integration platforms |
| Pricing | Request a quotation: [email protected] |
| Website | https://www.appzgate.com/ |
| Address | 5 Little Road, #05-01, Cemtex Industrial Building, Singapore (S536983) |
| Telephone | +65-63932234 |
| Opening hours | 10 am to 8 pm |
Data Mining Service |
Red Sky Digital Ventures |
| Specialty | Red Sky Digital began life as a bespoke software development and consulting firm. Upon delivering more and more projects we found ourselves frequently relying upon the extensive feature set of Amazon AWS. A platform, which they love. As a business they help migrate others to Amazon in the right way.
Services: Data Analysis, Google Analytics, Data mining, Hubspot Analytics, Conversion Tracking |
| Pricing | Request a quotation: [email protected] |
| Website | https://redskydigital.com/sg |
| Address | Capital Tower #20-04, 168 Robinson Rd, Singapore 068912 |
| Telephone | +65-3159-1838 |
| Opening hours | 9 am to 6 pm |
Data Mining Service |
Qlik |
| Specialty | Qlik helps enterprises around the world move faster, work smarter, and lead the way forward with an end-to-end solution for getting value out of data. Their platform is the only one on the market that allows for open-ended, curiosity-driven exploration, providing data analytics, real outcomes, and transformative changes for companies.
Services: Data mining, data visualization, data integration, Sales Analytics, data analytics |
| Pricing | Request a quotation: [email protected] |
| Website | http://www.qlik.com/ |
| Address | Suntec Tower 2, 9 Temasek Blvd, #27-01/03, 038989 |
| Telephone | +1 888-828-9768 |
| Opening hours | 24/7 |
Data Mining Service |
Swag Soft |
| Specialty | Chee Yong co-founded Swag Soft in 2010 seeking to lead the company to become Singapore’s most trusted mobile app development firms. With multiple successful projects delivered, that goal has been accomplished. Chee Yong now uses his years of experience in programming and leading tech teams to mentor Swag Soft’s developers.
Services: Mobile app development, data mining, data analytics, data visualization, virtual reality development |
| Pricing | Request a quotation: [email protected] |
| Website | https://swagsoft.com.sg/ |
| Address | 150 Jalan Besar #02-01, 208868 |
| Telephone | +65 9623 4947 |
| Opening hours | 10 am to 7 pm |
Data Mining Service |
Protiviti |
| Specialty | Evolving needs and customer expectations challenge even the agile organizations to keep up in the Digital Age. To survive, organizations must constantly innovate and transform. Protiviti helps organizations think differently – from digital strategy and stakeholder alignment to solution design and implementation, our experts instill a culture of innovation and agility.
Services: Data mining, Data analytics, Data visualization, Skills & Capabilities, Transformation Program Definition |
| Pricing | Request a quotation: [email protected] |
| Website | http://www.protiviti.com/ |
| Address | 9 Raffles Place #40-02 Republic Plaza Singapore, Singapore 048619 |
| Telephone | +65 6570 9560 |
| Opening hours | 24/7 |
Data Mining Service |
Webpuppies |
| Specialty | Webpuppies is the trusted technology provider for multiple government organizations and some of the biggest brands globally. With 20 years of experience and over 2500 projects, Webpuppies has unparalleled credentials in change management, technological disruption, and business innovation. By enabling companies to advance forward in the technology spectrum, Webpuppies enhances profitability.
Services: Mobile applications, Data mining, Data analytics, Software Development, Augmented Reality Development |
| Pricing | Request a quotation: [email protected] |
| Website | https://webpuppies.com.sg/ |
| Address | Oxley Towers 138 Robinson Road, #22-01 Singapore 068906 |
| Telephone | +65 6741 1708 |
| Opening hours | 10 am to 8 pm |
Data Mining Service |
NCS |
| Specialty | NCS is the leading information, communications, and technology (ICT) service provider in Singapore. They deliver end-to-end ICT solutions to help governments and enterprises realize business value through digital transformation and the innovative use of technology. Today, they have a strong Asia Pacific presence in 15 cities, serving integrative IT solutions.
Services: Data Analytics, Data Management, Data Visualization, Data mining, Big Data |
| Pricing | Request a quotation: [email protected] |
| Website | https://www.ncs.com.sg/ |
| Address | 5 Ang Mo Kio Street 62, NCS Hub, Singapore 569141 |
| Telephone | +65-6556 8000 |
| Opening hours | 8.30 am to 6 pm |
Data Mining Service |
Oracle Singapore |
| Specialty | Traditionally what occurs is people not being able to collaborate. Adding machine learning to Oracle Analytics Cloud helps people organize their work and build, train, and deploy these data models. It is a collaboration tool whose value is in accelerating processes and allowing different parts of the business to collaborate.
Services: Business intelligence, augmented analytics, Data mining, data analytics, data visualization |
| Pricing | Request a quotation: [email protected] |
| Website | https://www.oracle.com/sg/ |
| Address | 1 Fusionopolis Place, Level 12, Galaxis Singapore 138522 |
| Telephone | +1800 672 2531 |
| Opening hours | 8.30 am to 7 pm |
Data Mining Service |
ABeam Consulting |
| Specialty | ABeam Consulting provides AI analytics services that take advantage of the state-of-the-art digital technologies in the age of Big Data, A.I. and deep learning. This enables them to serve clients as a powerful Business Intelligence management aide that can contribute to the maintenance, expansion of profit and continuation of growth.
Services: Data mining, machine learning, data analytics, A.I, consulting, digital transformation |
| Pricing | Request a quotation: [email protected] |
| Website | https://www.abeam.com/sg/en |
| Address | 18 Cross Street #10-05/09 China Square Central Singapore, Singapore 048423 |
| Telephone | +65- 6922 5270 |
| Opening hours | 9 am to 5 pm |
Data Mining Service |
Deloitte |
| Specialty | Atom provides organizations comprehensive financial data management by enabling the architecting of finance data models through iterative, business-led design cycles supported by proprietary digital assets. Integrate design, mapping, and reconciliation of your organization’s chart of account and financial data object transformations with Atom. Unleash the power of financial data management.
Services: Data mining, data modelling, digital design, digital mapping, data optimization |
| Pricing | Request a quotation: [email protected] |
| Website | https://www2.deloitte.com/ |
| Address | 6 Shenton Way, #33-00 OUE Downtown 2, Singapore 068809 |
| Telephone | +65-6224 8288 |
| Opening hours | 8.30 am to 5.30 pm |
Data Mining Service |
Zeatech |
| Specialty | Zeatech has the expertise to create scripts to automate testing of complex, highly scalable, asynchronous system involving multiple tiers and databases, data mining business solutions. They provide data mining services for the following users: Lottery Writers/Player Advocates New Home Builders E-Marketing Companies Travel Agencies Manufacturers Companies looking for specific products/suppliersServices: Web Data Mining, Spider Scripts, automate testing, data mining services, database mining |
| Pricing | Request a quotation: [email protected] |
| Website | http://zeatech.com.sg/ |
| Address | 8 Burn Road #12-14 Trivex Singapore 369977 |
| Telephone | +65 6338 1725 |
| Opening hours | 9.30 am to 6.30 pm |
Data Mining Service |
EY Singapore |
| Specialty | They are already seeing the human impact that this approach can make: How customers’ experiences can become richer and more personalized through data-led insights; how trust can be built by using blockchain to bring transparency to industry and how talent can be liberated, opportunities created with the application of AI.
Services: Business analytics, Data mining, blockchain, Internet of Things, cybersecurity, supply chain strategy |
| Pricing | Request a quotation: [email protected] |
| Website | https://www.ey.com/en_sg/ |
| Address | North Tower Level 18, 1 Raffles Quay, Singapore 048583 |
| Telephone | +65-6535 7777 |
| Opening hours | 8.30 am to 6 pm |
Data Mining Service |
Babel |
| Specialty | Babel is a Singapore-headquartered company which specializes in helping organizations boost their Stakeholder Engagements, Sales & Performance across their digital, and physical channels. Babel leverages the latest cutting-edge technologies (AI, Machine/Deep Learning, Data Engineering etc.) to provide diverse industries with the power of real-time data-driven Decision Making, data mining solutions.
Services: AI, Machine/Deep Learning, Data Engineering, data mining, customer engagement platforms |
| Pricing | Request a quotation: [email protected] |
| Website | https://www.babel.sg/ |
| Address | 46 Kim Yam Rd, Crane Club, Singapore 239351 |
| Telephone | +65-8866 4877 |
| Opening hours | 9 am to 5.30 pm |
Data Mining Service |
ThinkVal |
| Specialty | In 2013, they provided consultancy services to banks, helping them deliver large-scale transformation, regulatory programs. While many of these were successful, they started to notice flaws in the systems. Data silos and inaccurate data plagued almost all their clients, marring their decision-making, and creating more work for already busy staff.
Services: Data mining, data optimization, business intelligence, business analytics, data storage |
| Pricing | Request a quotation: [email protected] |
| Website | https://www.thinkval.com/ |
| Address | 24 Lor Telok, #02-01, Singapore 406107 |
| Telephone | +65- 9625 8498 |
| Opening hours | 9 am to 5 pm |
Data Mining Service |
Dell Technologies |
| Specialty | Gain actionable insight about your customers, operations, and products with Data Analytics. Their expert consultants work with companies at all stages of analytics maturity to plan, implement, and optimize solutions and modern infrastructure that enable you to unlock data capital, support advanced techniques, such as artificial intelligence and machine learning.
Services: Data Analytics, unleash data capital, data mining, digital banking, upgrade data platforms |
| Pricing | Request a quotation: [email protected] |
| Website | https://www1.ap.dell.com/ |
| Address | 2 International Business Park Rd, #01-34 The Strategy, Singapore 609930 |
| Telephone | +1800-394-7426 |
| Opening hours | 9 am to 6 pm |
Data Mining Techniques
- Association
This is a more widely used form of data mining technique than other technique styles.
Using this technique, the transaction or the relations formed between items get utilized to discern certain patterns.
The technique is highly useful for retailers who might deploy this to observe the purchasing patterns of unique consumers.
- Clustering
This technique identifies significant object clusters which bear similar, common traits.
People regularly mistake this for classification, however once they truly comprehend the way such techniques work, they should not face issues, complications.
- Classification
This technique derives its source from machine learning.
It groups items or variables within a data set under predetermined groups or classes.
- Prediction
This technique predicts the relations at hand between independent and dependent variables, inclusive of independent variables separately.
- Sequential patterns
This technique seeks to employ transaction data, then next detect similar trends, patterns, or events within data for certain intervals.
Data Mining Functions
Here are several of the most useful data mining applications examined in close detail.
- Healthcare
Data mining bears possible capacities to overhaul the healthcare system totally.
It may be deployed to forecast best practices projected from data or analytics, that may assist healthcare facilities to cut expenses or enhance patient recovery.
- Education
Use of data mining for education remains merely in a teething phase.
It seeks to apply techniques that may utilize data emerging out from training contexts to navigate knowledge.
- Market basket analysis
This refers to modelling techniques which utilize hypothesis to ground forecasts.
The hypothesis poses that in case one buys specific products, it will become probable you will eventually next buy products which do not fall under the genre that you often buy from.
- Customer relationship management (CRM)
CRM undertakes growing and retaining clients, retaining patronage, or deploying client-centric schemes.
- Manufacturing engineering
Many manufacturing companies depend heavily upon data collection or insights that are implicitly embedded.
Data mining may assist such companies to detect trends in data that are overly intricate, complex for ordinary reasoning to grasp.
- Finance and banking
Bankers may employ data mining techniques to resolve the banking or financial issues that companies confront by seeking out correlations or trends within prevailing expenses or business insights.
- Fraud detection
Fraudulent operations drain companies of massive losses each annum. Solutions which are consistently applied to detect frauds remain overly complex or lengthy. Data mining offers another basic solution.
- Monitoring Patterns
Reputed to be one of most simple data mining techniques, it regularly involves tracking data patterns to generate business insights.
- Classification
For computing practical metadata, the classification techniques in data mining assist in classifying data into distinct strata.
- Association
Also termed as relation technique, the data gets consolidated according to the relation between distinct values within one main transaction.
- Anomaly Detection
Supposing a data item being tagged falls short of matching expectations of some formative behavior, it gets classed as an outlier/exception.
- Clustering
As it audibly implies, this technique undertakes collating identical data objects into some broadly defined clusters.
- Regression
A data mining procedure that seeks to predict customer behavior or yield.
- Prediction
As the name implies semantically, such compelling data mining techniques assist enterprises to connect trends observed from present, preceding data records to compute predictive analysis for the future.
- Sequential Patterns
This gets used to recognize distinct patterns, trends in the transaction data on hand over selected intervals.
- Decision Trees
This is a popularly applied data mining technique; wherein, a basic condition forms the basis of methodological computing. As these terms generate diverse forecasts, each distinct forecast solution logically branches out, generating more hypotheses till final conclusions are drawn.
- Visualization
The distinct colors or objects may project valuable trends, patterns, or insights into massive, detailed datasets.
- Neural Networks
It denotes the correlation between a specific machine learning model to some AI-based learning technique.
- Data Warehousing
Though this denotes data storage, it refers to storage of data stored within online virtual disk storage of cloud warehouses.
Basic Data Mining for Decision Making, SUSS:
Course Fee: S$33 (including GST)
This course introduces the definition and methodology of data mining as well as the major data mining techniques. Association analysis concepts, its applications, clustering concepts, applications.
Define the various aspects of data mining.
Describe the data mining methodology.
List the pre-requisites and limitations of data mining.
Interpret the results of association analysis.
Assess applications of association analysis.
Assess applications of clustering.
Interpret the results of clustering.
Course Contact:
Ms. Tan Yun Ru
6240 8810
