public MjudRelevanceEstimator(IEnumerable <Run> runs, IEnumerable <Metadata> metadata, IEnumerable <RelevanceEstimate> judged)
{
// Instantiate model: fSYS, aSYS, aART
this._model = new OrdinalLogisticRegression(MjudRelevanceEstimator.LABELS, MjudRelevanceEstimator.ALPHAS, MjudRelevanceEstimator.BETAS);
this._defaultEstimator = new MoutRelevanceEstimator(runs, metadata);
// Number of systems and metadata
int nSys = runs.Select(r => r.System).Distinct().Count();
this._dArtists = new Dictionary <string, string>();
foreach (var m in metadata)
{
this._dArtists[m.Document] = m.Artist;
}
// fSYS
this._fSYS = new Dictionary <string, double>();
this._aSYS = new Dictionary <string, double>();
this._aART = new Dictionary <string, double>();
this._sRels = new Dictionary <string, List <double> >();
this._qaRels = new Dictionary <string, List <double> >();
foreach (var run in runs)
{
string query = run.Query;
foreach (string doc in run.Documents)
{
string id = RelevanceEstimate.GetId(query, doc);
// fSYS
double fSYS = 0;
this._fSYS.TryGetValue(id, out fSYS);
this._fSYS[id] = fSYS + 1.0 / nSys;
this._aSYS[id] = 0;
this._aART[id] = 0;
// sRels
if (!this._sRels.ContainsKey(run.System))
{
this._sRels[run.System] = new List <double>();
}
// qaRels
string artist = null;
if (this._dArtists.TryGetValue(doc, out artist) && !this._qaRels.ContainsKey(query + "\t" + artist))
{
this._qaRels[query + "\t" + artist] = new List <double>();
}
}
}
// OV
this._OV = ((double)this._fSYS.Count) / (nSys * (runs.Count() / nSys) * runs.First().Documents.Count());
this._qdsRanks = jurbano.Allcea.Cli.AbstractCommand.ToQueryDocumentSystemRanks(runs);
// Incorporate known judgments
foreach (var est in judged)
{
this.Update(est);
}
this._needsUpdate = true;
}
protected Dictionary<string, List<double>> _sRels; // [sys, [rel]]
#endregion Fields
#region Constructors
public MjudRelevanceEstimator(IEnumerable<Run> runs, IEnumerable<Metadata> metadata, IEnumerable<RelevanceEstimate> judged)
{
// Instantiate model: fSYS, aSYS, aART
this._model = new OrdinalLogisticRegression(MjudRelevanceEstimator.LABELS, MjudRelevanceEstimator.ALPHAS, MjudRelevanceEstimator.BETAS);
this._defaultEstimator = new MoutRelevanceEstimator(runs, metadata);
// Number of systems and metadata
int nSys = runs.Select(r => r.System).Distinct().Count();
this._dArtists = new Dictionary<string, string>();
foreach (var m in metadata) {
this._dArtists[m.Document] = m.Artist;
}
// fSYS
this._fSYS = new Dictionary<string, double>();
this._aSYS = new Dictionary<string, double>();
this._aART = new Dictionary<string, double>();
this._sRels = new Dictionary<string, List<double>>();
this._qaRels = new Dictionary<string, List<double>>();
foreach (var run in runs) {
string query = run.Query;
foreach (string doc in run.Documents) {
string id = RelevanceEstimate.GetId(query, doc);
// fSYS
double fSYS = 0;
this._fSYS.TryGetValue(id, out fSYS);
this._fSYS[id] = fSYS + 1.0 / nSys;
this._aSYS[id] = 0;
this._aART[id] = 0;
// sRels
if (!this._sRels.ContainsKey(run.System)) {
this._sRels[run.System] = new List<double>();
}
// qaRels
string artist = null;
if (this._dArtists.TryGetValue(doc, out artist) && !this._qaRels.ContainsKey(query + "\t" + artist)) {
this._qaRels[query + "\t" + artist] = new List<double>();
}
}
}
// OV
this._OV = ((double)this._fSYS.Count) / (nSys * (runs.Count()/nSys) * runs.First().Documents.Count());
this._qdsRanks = jurbano.Allcea.Cli.AbstractCommand.ToQueryDocumentSystemRanks(runs);
// Incorporate known judgments
foreach (var est in judged) {
this.Update(est);
}
this._needsUpdate = true;
}
public MoutRelevanceEstimator(IEnumerable <Run> runs, IEnumerable <Metadata> metadata)
{
// Instantiate model: fSYS, OV, fSYS:OV, fART, sGEN, fGEN, sGEN:fGEN
this._model = new OrdinalLogisticRegression(MoutRelevanceEstimator.LABELS, MoutRelevanceEstimator.ALPHAS, MoutRelevanceEstimator.BETAS);
this._defaultEstimator = new UniformRelevanceEstimator(100);
// Number of systems and metadata
int nSys = runs.Select(r => r.System).Distinct().Count();
Dictionary <string, string> artists = new Dictionary <string, string>(); // [doc, artist]
Dictionary <string, string> genres = new Dictionary <string, string>(); // [doc, genre]
foreach (var m in metadata)
{
artists[m.Document] = m.Artist;
genres[m.Document] = m.Genre;
}
// Auxiliary structure for easier computation of fGEN and fART
Dictionary <string, HashSet <string> > qDocs = new Dictionary <string, HashSet <string> >();
// fSYS and OV
this._fSYS = new Dictionary <string, double>();
foreach (var run in runs)
{
string query = run.Query;
HashSet <string> docs = null;
if (!qDocs.TryGetValue(query, out docs))
{
docs = new HashSet <string>();
qDocs.Add(query, docs);
}
foreach (string doc in run.Documents)
{
string id = RelevanceEstimate.GetId(query, doc);
// fSYS
double fSYS = 0;
this._fSYS.TryGetValue(id, out fSYS);
this._fSYS[id] = fSYS + 1.0 / nSys;
docs.Add(doc);
}
}
// OV
this._OV = ((double)this._fSYS.Count) / (nSys * qDocs.Count * runs.First().Documents.Count());
// sGEN, fGEN and fART, traverse qDocs
this._sGEN = new Dictionary <string, bool>();
this._fGEN = new Dictionary <string, double>();
this._fART = new Dictionary <string, double>();
foreach (var docs in qDocs)
{
string query = docs.Key;
foreach (string doc in docs.Value)
{
string id = RelevanceEstimate.GetId(query, doc);
// sGEN and fGEN
if (genres.ContainsKey(doc))
{
string docGEN = genres[doc];
// sGEN
if (genres.ContainsKey(query))
{
this._sGEN[id] = docGEN == genres[query];
}
// fGEN
double docfGEN = 0;
int docfGENnotnull = 0;
// traverse all documents individually
foreach (string doc2 in docs.Value)
{
if (genres.ContainsKey(doc2))
{
string doc2GEN = genres[doc2];
if (docGEN == doc2GEN)
{
docfGEN++;
}
docfGENnotnull++;
}
}
this._fGEN[id] = docfGEN / docfGENnotnull;
}
// fART
if (artists.ContainsKey(doc))
{
string docART = artists[doc];
double docfART = 0;
int docfARTnotnull = 0;
// traverse all documents individually
foreach (string doc2 in docs.Value)
{
if (artists.ContainsKey(doc2))
{
string doc2ART = artists[doc2];
if (docART == doc2ART)
{
docfART++;
}
docfARTnotnull++;
}
}
this._fART[id] = docfART / docfARTnotnull;
}
}
}
}
protected Dictionary<string, bool> _sGEN; // [querydoc, sGEN]
#endregion Fields
#region Constructors
public MoutRelevanceEstimator(IEnumerable<Run> runs, IEnumerable<Metadata> metadata)
{
// Instantiate model: fSYS, OV, fSYS:OV, fART, sGEN, fGEN, sGEN:fGEN
this._model = new OrdinalLogisticRegression(MoutRelevanceEstimator.LABELS, MoutRelevanceEstimator.ALPHAS, MoutRelevanceEstimator.BETAS);
this._defaultEstimator = new UniformRelevanceEstimator(100);
// Number of systems and metadata
int nSys = runs.Select(r => r.System).Distinct().Count();
Dictionary<string, string> artists = new Dictionary<string, string>();// [doc, artist]
Dictionary<string, string> genres = new Dictionary<string, string>();// [doc, genre]
foreach (var m in metadata) {
artists[m.Document] = m.Artist;
genres[m.Document] = m.Genre;
}
// Auxiliary structure for easier computation of fGEN and fART
Dictionary<string, HashSet<string>> qDocs = new Dictionary<string, HashSet<string>>();
// fSYS and OV
this._fSYS = new Dictionary<string, double>();
foreach (var run in runs) {
string query = run.Query;
HashSet<string> docs = null;
if (!qDocs.TryGetValue(query, out docs)) {
docs = new HashSet<string>();
qDocs.Add(query, docs);
}
foreach (string doc in run.Documents) {
string id = RelevanceEstimate.GetId(query, doc);
// fSYS
double fSYS = 0;
this._fSYS.TryGetValue(id, out fSYS);
this._fSYS[id] = fSYS + 1.0 / nSys;
docs.Add(doc);
}
}
// OV
this._OV = ((double)this._fSYS.Count) / (nSys * qDocs.Count * runs.First().Documents.Count());
// sGEN, fGEN and fART, traverse qDocs
this._sGEN = new Dictionary<string, bool>();
this._fGEN = new Dictionary<string, double>();
this._fART = new Dictionary<string, double>();
foreach (var docs in qDocs) {
string query = docs.Key;
foreach (string doc in docs.Value) {
string id = RelevanceEstimate.GetId(query, doc);
// sGEN and fGEN
if (genres.ContainsKey(doc)) {
string docGEN = genres[doc];
// sGEN
if (genres.ContainsKey(query)) {
this._sGEN[id] = docGEN == genres[query];
}
// fGEN
double docfGEN = 0;
int docfGENnotnull = 0;
// traverse all documents individually
foreach (string doc2 in docs.Value) {
if (genres.ContainsKey(doc2)) {
string doc2GEN = genres[doc2];
if (docGEN == doc2GEN) {
docfGEN++;
}
docfGENnotnull++;
}
}
this._fGEN[id] = docfGEN / docfGENnotnull;
}
// fART
if (artists.ContainsKey(doc)) {
string docART = artists[doc];
double docfART = 0;
int docfARTnotnull = 0;
// traverse all documents individually
foreach (string doc2 in docs.Value) {
if (artists.ContainsKey(doc2)) {
string doc2ART = artists[doc2];
if (docART == doc2ART) {
docfART++;
}
docfARTnotnull++;
}
}
this._fART[id] = docfART / docfARTnotnull;
}
}
}
}