Beispiel #1
0
        public static void TestReduct()
        {
            // Prepare test data
            var infSys = new DecisionSystem
            {   // KhuPN, Hong - "Datamining based on Rough set theory" pg. 16
                Universe = new double?[][]
                {   //            id  1  2  3  4  5
                    new double?[]{ 1, 2, 1, 0, 0, 1},
                    new double?[]{ 2, 0, 2, 1, 2, 1},
                    new double?[]{ 3, 1, 2, 1, 1, 2},
                    new double?[]{ 4, 1, 0, 0, 1, 1},
                    new double?[]{ 5, 2, 1, 2, 0, 0},
                    new double?[]{ 6, 1, 0, 1, 1, 2},
                    new double?[]{ 7, 0, 2, 1, 0, 1},
                    new double?[]{ 8, 0, 1, 2, 1, 2}
                },
                ConditionAttributes = new[] { 1, 2, 3, 4},
                DecisionAttributes = new[] { 5 },
                DecisionAttribute = 5,
                AttributesDomain = new double[][]
                {
                    null, // no need for "id"
                    new double[]{ 0, 1, 2 },
                    new double[]{ 0, 1, 2 },
                    new double[]{ 0, 1, 2 },
                    new double[]{ 0, 1, 2 },
                    new double[]{ 0, 1, 2 },
                },
            };

            Console.WriteLine("Running...");
            QuickReductProcessor processor = new QuickReductProcessor(infSys);

            // Show results
            Console.WriteLine("\nAll reducts: ");
            for(int i = 0; i < processor.Results.Count; i++ ) {
                var rs = processor.Results[i];
                Console.WriteLine((i+1).ToString() + ". {" + string.Join(",", rs.OrderBy(x => x) ) + "}");
            }

            Console.WriteLine("\nMinimal reducts: ");
            var miRd = processor.MinimalReducts.ToArray();
            for (int i = 0; i < miRd.Length; i++)
            {
                var rs = miRd[i];
                Console.WriteLine((i + 1).ToString() + ". {" + string.Join(",", rs.OrderBy(x => x)) + "}");
            }

            Console.WriteLine("\nCore attributes: " + string.Join(",", processor.CoreAttrs));

            // Keep the console open in debug mode.
            Console.WriteLine(System.Environment.NewLine);
            Console.WriteLine("Press any key to exit");
            Console.ReadKey();
        }
        public Tuple<DecisionTableHistory, IEnumerable<Reduct>> QuickReduct(List<AttributeDefinition> attributeDefinitions, long previousDecisionTableHistoryId)
        {
            var previousDTHistory = DecisionTableHistoryRepository.GetList().FirstOrDefault(p => p.Id == previousDecisionTableHistoryId);
            if (previousDTHistory == null) return null;
            var ds = GetDecisionSystem(attributeDefinitions, previousDTHistory.DecisionTable.TableName);
            QuickReductProcessor processor = new QuickReductProcessor(ds);
            var dtHistory = new DecisionTableHistory {
                Action = EDTHistoryAction.QuickReduct,
                ParentId = previousDTHistory.Id,
                DecisionTableId = previousDTHistory.DecisionTableId,
                CreatedDate = DateTime.Now.ToNormalDateTimeString(),
                DecisionTable = previousDTHistory.DecisionTable,
                Decription = string.Format("Run Quick Reduct on Table \"{0}\"", previousDTHistory.DecisionTable.TableName)
            };

            //DecisionTableHistoryRepository.Create(dtHistory);
            var reducts = new List<Reduct>();
            // Show results
            // Console.WriteLine("\nAll reducts: ");
            for (int i = 0; i < processor.Results.Count; i++)
            {
                var rs = processor.Results[i];
                foreach (var attributeIndex in rs)
                {
                    reducts.Add(new Reduct
                    {
                        ResultIndex = i,
                        DecisionTableHistoryId = dtHistory.Id,
                        AttributeIndex = attributeIndex,
                        ReductType = EReductType.Normal
                    });
                }
                //Console.WriteLine((i + 1).ToString() + ". {" + string.Join(",", rs.OrderBy(x => x)) + "}");
            }

            //Console.WriteLine("\nMinimal reducts: ");
            var miRd = processor.MinimalReducts.ToArray();
            for (int i = 0; i < miRd.Length; i++)
            {
                var rs = miRd[i];
                foreach (var attributeIndex in rs)
                {
                    reducts.Add(new Reduct
                    {
                        ResultIndex = i,
                        DecisionTableHistoryId = dtHistory.Id,
                        AttributeIndex = attributeIndex,
                        ReductType = EReductType.Minimal,
                    });
                }
                //Console.WriteLine((i + 1).ToString() + ". {" + string.Join(",", rs.OrderBy(x => x)) + "}");
            }

            foreach (var attributeIndex in processor.CoreAttrs)
            {
                reducts.Add(new Reduct
                {
                    ResultIndex = 0,
                    DecisionTableHistoryId = dtHistory.Id,
                    AttributeIndex = attributeIndex,
                    ReductType = EReductType.Core
                });
            }
            //Console.WriteLine("\nCore attributes: " + string.Join(",", processor.CoreAttrs));
            //ReductRepository.Create(reducts);
            return new Tuple<DecisionTableHistory, IEnumerable<Reduct>>(dtHistory, reducts);
        }