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PostHeaderIcon Data Mining Phasesprocess

Data Mining Phasesprocess

Data Mining is process of finding meaningful information from huge volume of data. Main objective of data mining is to find hidden trends in the data. It may be customers purchasing behaviour Sale trends finding new cross selling opportunities and many more. Data mining is step by step process starts with business understanding and ends with possible solution of the problem in hand. CRISPDM is widely known data mining industry standard and used by most of organization that provides data mining services. There are six stages in CRISPDM.

  1. Business Understanding
  2. Data Preparation
  3. Data Understanding
  4. Modeling
  5. Model Evaluation
  6. Deployment

These step are interactive interactive diagram http://www.vbams.com/VBAMS/Datamining.html that mean at any stage you can come back to previous stage. For example at the modeling stage you are still not sure about trends in data at that point you can go back to data understanding phase to properly understand the trends in the data.

Business Understanding: This is the first phase in CRISPDM Model and includes

Understand necessary business process

Understand the problem

Plan how to solve the problem while considering resources in hand.

Define objectives and goals what you are going to achieve.

Data Understanding: This is second phase in CRISPDM model and includes

Go through historical data

Try to relate data with each other

Find hidden trends in data not too deep

Data Preparation: This is third phase in CRISPDM model and includes

In Data Understanding phase we go through historical data and collect that we need Data Sampling.

In this stage format the data into desired form.

Handle missing and noisy data In next article I will discuss in detail about how to handle noisy and missing data so dont miss that one.

Modeling: Fourth phase of CRISPDM model

Develop model for future prediction

Try different modeling technique.

Try different parameters to improve the results

Pick those models that look appropriate at this phase and evaluate them in next phase.

Model Evaluation: Fifth phase of CRISPDM model

Important stage in CRISPDM model

Model need to evaluated in terms of response time confidence level cost error rate and many other

Determine how this model is helpful in achieving objectives and goals defined in the first stage.

Deployment: Final phase of CRISPDM model

Create reports so that end user can easily use this model to improve the business performance.

Special thanks to theteam of CRISPDM org who are making efforts in building CRISPDM 2.0 for the industry.

Don’t forgot to check next article

“How to Handle Missing Data

Mandeep Singh

www.mandeepvba.blogspot.com

About the writer:nbsp;nbsp;Mandeep Singh
www.vbams.com
www.mandeepvba.blogspot.com

PostHeaderIcon Could Pre-employment Tests Have Saved Lehman And Merrill Lynch?

Could Pre-employment Tests Have Saved Lehman And Merrill Lynch?

Preemployment tests plus corporate culture convulsions could have saved Lehman Brothers and Merrill Lynch according to industrial psychologist Dr. Michael Mercer.

CORPORATE CULTURES OF CIRCULAR FIRING SQUADS

The corporate cultures of Lehman and Merrill were like circular firing squads observes Dr. Mercer of Barrington Illinois.

Their bizarrely wild risky behavior naturally led to blowing themselves up says Dr. Mercer author of Hire the Best and Avoid the Rest. It is like someone acting crazy at a rowdy party and then committing suicide to cap off the night.

Interestingly Dr. Mercer had close encounters of the Lehman kind. He was a member of the board of directors at a publiclytraded company that received unsolicited calls from Lehman. At board meetings he heard about pushy Lehman bankers calling to peddle other companies to us or trying to sway us to sell our company.

Those antics made Lehman seem like obnoxious children throwing frequent tantrums hoping they eventually might get their way if they harassed us enough commented Dr. Mercer.

Corporate culture trickles down from the top brass just like children copy some of their parents behaviors. Now observes Dr. Mercer the whole world sees the horrible result of what trickled down from the top of two huge investment banks.

PREEMPLOYMENT TESTS HELP AVOID HIRING KAMIKAZES.

If corporate culture changed then preemployment tests and other hiring methods could have helped Lehman and Merrill Lynch hire ambitious but cooler heads. Apparently Lehman and Merrill hired many sensation seekers who felt thrilled executing a suicidal strategy.

Preemployment tests could have helped Merrill and Lehman avoid hiring kamikazes quips Dr. Mercer.

The preemployment testing at Lehman and Merrill should have focused on helping hire investment bankers with healthier ambitions Dr. Mercer remarked. For instance the preemployment tests could have helped them hire bankers who were less aggressive keenly followed rules and focused on service rather than unquenchable greed.

Of course now it is too late to alter the harm and mischief Lehman and Merrill did to themselves hoards of investors and the financial markets.

Nevertheless Dr. Mercer feels optimistic: Some people need to learn the hard way. Lehman and Merrill gifted millions of people with useful lessons about pushiness sensation seeking risky behavior and immediate gratification. Im sure this debacle taught many people to act wiser.

About the writer:  Michael Mercer Ph.D. is America’s Hire the Best Expert. Many companies use preemployment tests he created “Abilities Behavior Forecaster” Tests and his “7Step Method to Hire the Best”. Dr. Mercer authored 5 books including “Hire the Best Avoid the Rest” and also “Turning Your Human Resources Department into a Profit Center.” You can get a free subscription to his eNewsletter at http://www.PreEmploymentTests.com or call to talk with Dr. Mercer at 847 3820690

PostHeaderIcon ChuckleVision Episode Information Series 6-10

ChuckleVision Episode Information Series 6-10

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Chucklevision: Episode Information page for series 610.
Episode Information
Note: This is the first series that the Chuckle Brothers Mill appears in.
Series 6 1994
15 episodes.
Under Lock and Key Paul and Barry have sold the caravan and bought a mill to live in. They set up a security system.
Gala Performance The brothers set up a performance by an opera singer
Pizza the Action A pizza delivery service is next for the duo with the usual results.
Mystery Tour Paul and Barry start their own travel company and take Mrs. McCallister to Lord Cranberrys’ Stately Home for the day.
The Bells Paul and Barry make bells for the local church with catastophic results. But the bells keep breaking.
Party Planners Paul and Barry dabble with balloons.
Men In White Coats Paul and Barry have white coats on and get mistaken for something else.
Mind Over Marrow Improving someone’s garden turns to chaos when the brothers run over his garden with a JCB.
Headline News Paul and Barry set up a newspaper.
Time Travellers The duo become watch and clock menders with a time travelling twist.
Treasures of the Deep Paul and Barry think there’s a sunken ship with treasure in the local park.
Airport Assistance The duo help out at an airport. Although this episode was filmed in Coventry airport some of the scenes show London Stansted airport.
Grand Hotel The mill is turned into a hotel.
Chucklemart A mobile market is on the agenda.
Record Breakers The late Roy Castle appears in this episode which sees Paul and Barry trying to get into the Guinness Book of Records.
Series 7 1995
15 episodes.
Spilt Milk The duo try to get some milk for their tea.
The Hunt For Chalky White A newspaper competition to find a character called Chalky White proves tricky for the hapless brothers.
Not In Our Back Yard There has been news that the brothers mill will be demolished for room for the new road.
Another Fine Ness Paul and Barry enter a competition for tickets all over the world but to win they need to find the loch ness monster before their cousins
Power Play The brothers have a powercut so they make their own electricity.
Health Farm The brothers visit a Health farm where the instructors make them work hard when the instructors eat fish and chips when the guests aren’t looking the brothers soon catch them doing it.
A Clean Sweep The Chuckles end up cleaning a chimney.
The Missing Piece Beaming Beryl has a jigsaw worth a fortune somewhere. The brothers wonder if they have it.
The Barge “No Slacking” tries to have a peaceful day on his barge.
Pick Your Own Paul and Barry take charge of a fruit picking business.
Final Frontier The brothers try to get into space.
My Lucky Number’s Nine Barry can’t lose competitions with his lucky number.
Clueless Chuckles Paul and Barry stay at a hotel for the night but something is afoot with the other “guests”.
What’s Cooking Paul and Barry’s new dessert business is called upon for a Blancmange.
Monkery Business Fancy dress monks and a monastery all lead to confusion for the brothers.
Series 8 19951996
15 episodes. This is the first episode where the mill is gone.
The Exterminators The duo fight woodworm.
Monkey Business Paul and Barry agree to look after Chester Merriment’s pet Tiddles. Problems arise when he turns out to be a gorilla.
Marquee Madness Paul and Barry try to put up a marquee for a posh do.
Out Of Sight Paul and Barry are cleaners at a research centre and cause chaos when they think they have turned invisible.
Football Heroes Paul and Barry finally get to play for their heroes Rotherham United with chaotic results.
Chucklestein Brush sellers working for “No Slacking” the boys visit the home of Dr. Bonkers who decides he needs one of them for an experiment.
Oh Brother Paul and Barry run a railway station. A tramp is thrown from a train and claims to be their long lost brother Trevor.
Lottery Lunacy Paul and Barry have a pound which they try and spend on the National Lottery.
Lock In Paul and Barry get locked in a DIY store for the night pursued by a security guard.
Charm School Paul and Barry train as butlers at Mrs Butler’s Charm School and then take jobs at a Stately Home.
Traction Attraction Barry enters his mangle worzel into a competition at the local country fayre.
Finders Keepers Havoc for the lighthouse keeper when the…and so on To get More information you can visit some products about Two Screen DVD handheld portable tvs . The Henry Wadsworth Cotton Fitted Shirt products should be show more here!

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