Cookies help us display personalized product recommendations and ensure you have great shopping experience.

By using this site, you agree to the Privacy Policy and Terms of Use.
Accept
SmartData CollectiveSmartData Collective
  • Analytics
    AnalyticsShow More
    big data analytics in transporation
    Turning Data Into Decisions: How Analytics Improves Transportation Strategy
    3 Min Read
    sales and data analytics
    How Data Analytics Improves Lead Management and Sales Results
    9 Min Read
    data analytics and truck accident claims
    How Data Analytics Reduces Truck Accidents and Speeds Up Claims
    7 Min Read
    predictive analytics for interior designers
    Interior Designers Boost Profits with Predictive Analytics
    8 Min Read
    image fx (67)
    Improving LinkedIn Ad Strategies with Data Analytics
    9 Min Read
  • Big Data
  • BI
  • Exclusive
  • IT
  • Marketing
  • Software
Search
© 2008-25 SmartData Collective. All Rights Reserved.
Reading: Stop Mining Data!
Share
Notification
Font ResizerAa
SmartData CollectiveSmartData Collective
Font ResizerAa
Search
  • About
  • Help
  • Privacy
Follow US
© 2008-23 SmartData Collective. All Rights Reserved.
SmartData Collective > Big Data > Data Mining > Stop Mining Data!
Data Mining

Stop Mining Data!

matthewhurst
matthewhurst
3 Min Read
SHARE

In some recent planning and architectural discussions I’ve become aware of the significant difference between reasoning about data and reasoning about the world that the data represents.

Let me give you an example. If I tell you that we have two statements and that one (A) comes from a reliable source (with some statistical assessment of the reliability) and the other (B) from a less reliable source, you may wish to assert the first statement and drop the second.

In some recent planning and architectural discussions I’ve become aware of the significant difference between reasoning about data and reasoning about the world that the data represents.

Let me give you an example. If I tell you that we have two statements and that one (A) comes from a reliable source (with some statistical assessment of the reliability) and the other (B) from a less reliable source, you may wish to assert the first statement and drop the second.

In this case, you have used information about the data to make a decision about what you believe to be the case (whatever the proposition in statement A might have been).

Now lets imagine that the two statements are about phone numbers and their relationship with a business entity. There is a very simple test I can make to discover if a phone number is operational or not. If I make that test then I am thinking about the relationship between the data (the statement) and the world.

The first type of reasoning is easy for a computer to do. We estimate some prior for a data source based on a sample of its statements and then apply that prior to the rest of the data. The second type is precisely what a human would do.

When building record linkage systems, we should always keep in mind the fact that the data is essentially a set of statements about the world and we are attempting to figure out – from the aggregate of statements – what the world looks like.

Share This Article
Facebook Pinterest LinkedIn
Share

Follow us on Facebook

Latest News

ai for building crypto banks
Building Your Own Crypto Bank with AI
Blockchain Exclusive
julia taubitz vn5s g5spky unsplash
Benefits of AI in Nursing Education Amid Medicaid Cuts
Artificial Intelligence Exclusive News
AI role in medical industry
The Role Of AI In Transforming Medical Manufacturing
Artificial Intelligence Exclusive
b2b sales
Unseen Barriers: Identifying Bottlenecks In B2B Sales
Business Rules Exclusive Infographic

Stay Connected

1.2kFollowersLike
33.7kFollowersFollow
222FollowersPin

You Might also Like

Banging on Bing: A Bummer

3 Min Read

Web Server as the smallest unit of Cloud Computing

4 Min Read

Search map: interactive visualization of query clusters

1 Min Read

Standardizing Data Migration

4 Min Read

SmartData Collective is one of the largest & trusted community covering technical content about Big Data, BI, Cloud, Analytics, Artificial Intelligence, IoT & more.

AI chatbots
AI Chatbots Can Help Retailers Convert Live Broadcast Viewers into Sales!
Chatbots
ai chatbot
The Art of Conversation: Enhancing Chatbots with Advanced AI Prompts
Chatbots

Quick Link

  • About
  • Contact
  • Privacy
Follow US
© 2008-25 SmartData Collective. All Rights Reserved.
Go to mobile version
Welcome Back!

Sign in to your account

Username or Email Address
Password

Lost your password?