Download Adaptive Business Intelligence by Zbigniew Michalewicz PDF

By Zbigniew Michalewicz

Adaptive company intelligence platforms mix prediction and optimization recommendations to aid selection makers in advanced, swiftly altering environments. those platforms handle basic questions: what's more likely to ensue sooner or later? what's the most sensible plan of action? Adaptive enterprise Intelligence explores components of knowledge mining, predictive modeling, forecasting, optimization, and suppleness. The publication explains the appliance of diverse prediction and optimization options, and indicates how those suggestions can be utilized to strengthen adaptive structures. insurance contains linear regression, time-series forecasting, choice timber and tables, synthetic neural networks, genetic programming, fuzzy platforms, genetic algorithms, simulated annealing, tabu seek, ant platforms, and agent-based modeling.

Show description

Read or Download Adaptive Business Intelligence PDF

Best management information systems books

Leveraging Mobile Media: Cross-Media Strategy and Innovation Policy for Mobile Media Communication (Information Age Economy)

Cellular communications and subsequent new release instant networks come to be new distribution channels for the media. This improvement bargains intriguing new possibilities for media businesses: the cellular conversation procedure creates new utilization contexts for media content material and prone; the social use of cellular communications means that id illustration in social networks, impulsive entry to depended on media manufacturers, and micro-coordination become new assets of price construction within the media industries.

Electronic Commerce and Business Communications

In digital enterprise Communications, Mike Chesher and Ricky Kaura let you know all you should find out about digital trade over the net. all of the significant themes are coated: - How digital company communications may give you the sting over your opponents; - how one can advance powerful enterprise suggestions for digital trade; - All you want to learn about EDI/E-commerce defense matters?

Architecture of Integrated Information Systems: Foundations of Enterprise Modelling

The construction and implementation of built-in details platforms contains quite a few collaborators together with humans from professional departments. informatics. exterior advisers and brands. they want transparent ideas and l1mits in which they could method their person sub-tasks. which will make sure the logical consistency of the total undertaking.

The Visual Imperative. Creating a Visual Culture of Data Discovery

Facts is strong. It separates leaders from laggards and it drives enterprise disruption, transformation, and reinvention. Today’s such a lot innovative businesses are utilizing the ability of information to propel their industries into new parts of innovation, specialization, and optimization. The horsepower of recent instruments and applied sciences have supplied extra possibilities than ever to harness, combine, and engage with mammoth quantities of disparate info for enterprise insights and price – whatever that might simply proceed within the period of the web of items.

Extra resources for Adaptive Business Intelligence

Sample text

Of course, the non-dominated solutions are of interest to us. Ideally, any system that deals with multiple-objective problems should return several diverse solutions (preferably all non-dominated). Each of these solutions might be of interest to us, but in most cases, we can only implement one solution. To decide between these various non-dominated solutions, either human expertise is used to find common denominators (e. , to express time and waste in dollars) or some higher-level knowledge. For example, we may assess the relative importance of each objective by assigning numeric weights (in the same manner they were applied to soft constraints in the previous section), or by imposing a ranking for all objectives and then selecting solutions that follow this ranking.

For example, in our simplified model above, note that the difference in transportation cost between 20 and 21 items is now the same as the difference between 19 and 20 items (which is not the case in the precise model). Consequently, the simplified model does not “see” the thresholds that play a major role in identifying the optimal solution. Thus, the “optimal” solution for an approximate model is usually more appropriate for the wastebasket than for implementation! 6 A Real-World Example Let us consider a real-world example to put these business problem characteristics into context.

Hence, the resulting pollution concentrations in each square were the sum of both the primary and background concentrations. Because weather played a major role in determining how pollution affected the environment in Poland (e. , gusty winds could easily spread high levels of pollution to remote areas of the country), it was necessary to use sophisticated weather forecasts for predicting the ecological damage that each 30 km × 30 km square would sustain during the next 48 hours. Thus, by using data on the amount and type of pollution emitted from each power station, along with a weather forecast for the speed and direction of winds, a prediction model was developed to predict how much pollution would be created, how it would be dispersed, and how much damage it would cause in the affected squares.

Download PDF sample

Rated 4.95 of 5 – based on 11 votes