public ItemSet Read(string fileName)
{
ItemSet rowSet = new ItemSet();
ItemSet colSet = null;
string col = "";
string[] head = null;
if (File.Exists(fileName))
{
// Create a file to write to.
StreamReader sr = new StreamReader(File.OpenRead(fileName), Encoding.Default, true);
string row = "";
int k = 0;
while (!sr.EndOfStream)
{
k++;
row = sr.ReadLine();
string[] cols = row.Split(",".ToCharArray());
if (k == 1)
{
head = cols;
}
else
{
colSet = new ItemSet();
for (int i = 1; i < cols.Length + 1; i++)
{
col = cols[i - 1];
if (col.Equals("1"))
{
colSet.Add(new DataItem(i, head[i - 1]));
}
}
rowSet.Add(colSet);
}
}
sr.Close();
}
return rowSet;
}
private static ItemSet FindOneColSet(ItemSet data, double support)
{
ItemSet cur = null;
ItemSet result = new ItemSet();
ItemSet set = null;
ItemSet newset = null;
DataItem cd = null;
DataItem td = null;
bool flag = true;
for (int i = 0; i < data.Count; i++)
{
cur = (ItemSet)data[i];
for (int j = 0; j < cur.Count; j++)
{
cd = (DataItem)cur[j];
for (int n = 0; n < result.Count; n++)
{
set = (ItemSet)result[n];
td = (DataItem)set[0];
if (cd.Id == td.Id)
{
set.ICount++;
flag = false;
break;
}
flag = true;
}
if (flag)
{
newset = new ItemSet();
newset.Add(cd);
result.Add(newset);
newset.ICount = 1;
}
}
}
ItemSet finalResult = new ItemSet();
for (int i = 0; i < result.Count; i++)
{
ItemSet con = (ItemSet)result[i];
if (con.ICount >= support)
{
finalResult.Add(con);
}
}
//finalResult.Sort();
return finalResult;
}
public static ItemSet GenerateRules(ItemSet data, double support)
{
ItemSet result = new ItemSet();
ItemSet li = new ItemSet();
ItemSet conList = new ItemSet();
ItemSet subConList = new ItemSet();
ItemSet subDataList = new ItemSet();
int k = 2;
li.Add(new ItemSet());
li.Add(FindOneColSet(data, support));
while (((ItemSet)li[k - 1]).Count != 0)
{
conList = AprioriGenerate((ItemSet)li[k - 1], k - 1, support);
for (int i = 0; i < data.Count; i++)
{
subDataList = SubSet((ItemSet)data[i], k);
for (int j = 0; j < subDataList.Count; j++)
{
for (int n = 0; n < conList.Count; n++)
{
((ItemSet)subDataList[j]).Sort();
((ItemSet)conList[n]).Sort();
if (((ItemSet)subDataList[j]).Equals(conList[n]))
{
((ItemSet)conList[n]).ICount++;
}
}
}
}
li.Add(new ItemSet());
for (int i = 0; i < conList.Count; i++)
{
ItemSet con = (ItemSet)conList[i];
if (con.ICount >= support)
{
((ItemSet)li[k]).Add(con);
}
}
k++;
}
for (int i = 0; i < li.Count; i++)
{
result.Add(li[i]);
}
return result;
}
public override object Clone()
{
ArrayList al = (ArrayList)base.Clone();
ItemSet set = new ItemSet();
for (int i = 0; i < al.Count; i++)
{
set.Add(al[i]);
}
set.ICount = this.icount;
return set;
}
//划分子集
private static ItemSet SubSet(ItemSet set, int t)
{
ItemSet subSet = new ItemSet();
ItemSet itemSet = new ItemSet();
//移位求2n次访
int num = 1 << set.Count;
int bit;
int mask = 0; ;
for (int i = 0; i < num; i++)
{
itemSet = new ItemSet();
for (int j = 0; j < set.Count; j++)
{
//mask与i可以得出某位是否为零
mask = 1 << j;
bit = i & mask;
if (bit > 0)
{
itemSet.Add(set[j]);
}
}
if (itemSet.Count == t)
{
subSet.Add(itemSet);
}
}
return subSet;
}
private static bool HasInFrequentSubset(ItemSet candidate, ItemSet li, int k)
{
ItemSet subSet = SubSet(candidate, k);
ItemSet curList = null;
ItemSet liCurList = null;
for (int i = 0; i < subSet.Count; i++)
{
curList = (ItemSet)subSet[i];
for (int j = 0; j < li.Count; j++)
{
liCurList = (ItemSet)li[j];
if (liCurList.Equals(curList))
{
return false;
}
}
}
return true; ;
}
private static ItemSet AprioriGenerate(ItemSet li, int k, double support)
{
ItemSet curList = null;
ItemSet durList = null;
ItemSet candi = null;
ItemSet result = new ItemSet();
for (int i = 0; i < li.Count; i++)
{
for (int j = 0; j < li.Count; j++)
{
bool flag = true;
curList = (ItemSet)li[i];
durList = (ItemSet)li[j];
for (int n = 2; n < k; n++)
{
if (((DataItem)curList[n - 2]).Id == ((DataItem)durList[n - 2]).Id)
{
flag = true;
}
else
{
flag = false;
break;
}
}
if (flag && ((DataItem)curList[k - 1]).Id < ((DataItem)durList[k - 1]).Id)
{
flag = true;
}
else
{
flag = false;
}
if (flag)
{
candi = new ItemSet();
for (int m = 0; m < k; m++)
{
candi.Add(durList[m]);
}
candi.Add(curList[k - 1]);
if (HasInFrequentSubset(candi, li, k))
{
candi.Clear();
}
else
{
result.Add(candi);
}
}
}
}
return result;
}