[1] | 1 | package agents;
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| 2 |
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| 3 | import java.util.ArrayList;
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| 4 | import java.util.HashMap;
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| 5 | import java.util.Map.Entry;
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| 6 | import java.util.Random;
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| 7 |
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| 8 | import agents.similarity.Similarity;
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| 9 | import genius.core.Agent;
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| 10 | import genius.core.Bid;
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| 11 | import genius.core.BidIterator;
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| 12 | import genius.core.DomainImpl;
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| 13 | import genius.core.SupportedNegotiationSetting;
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| 14 | import genius.core.actions.Accept;
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| 15 | import genius.core.actions.Action;
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| 16 | import genius.core.actions.EndNegotiation;
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| 17 | import genius.core.actions.Offer;
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| 18 |
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| 19 | public class SimilarityAgent extends Agent {
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| 20 |
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| 21 | private Action messageOpponent;
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| 22 | private Bid myLastBid = null;
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| 23 | private Action myLastAction = null;
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| 24 | private Similarity fSimilarity;
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| 25 |
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| 26 | private enum ACTIONTYPE {
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| 27 | START, OFFER, ACCEPT, BREAKOFF
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| 28 | };
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| 29 |
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| 30 | private enum STRATEGY {
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| 31 | SMART, SERIAL, RESPONSIVE, RANDOM
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| 32 | };
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| 33 |
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| 34 | private STRATEGY fStrategy = STRATEGY.SMART;
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| 35 | private int fSmartSteps;
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| 36 | private static final double CONCESSIONFACTOR = 0.035;
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| 37 | private static final double ALLOWED_UTILITY_DEVIATION = 0.01;
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| 38 | private static final int NUMBER_OF_SMART_STEPS = 0;
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| 39 | private HashMap<Bid, Double> utilityCash;
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| 40 |
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| 41 | // Class constructor
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| 42 | public SimilarityAgent() {
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| 43 | super();
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| 44 | }
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| 45 |
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| 46 | @Override
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| 47 | public void init() {
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| 48 | messageOpponent = null;
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| 49 | myLastBid = null;
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| 50 | myLastAction = null;
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| 51 | fSmartSteps = 0;
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| 52 | // load similarity info from the utility space
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| 53 | fSimilarity = new Similarity(utilitySpace.getDomain());
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| 54 | // HACK we assume DomainImpl is used
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| 55 | fSimilarity.loadFromXML(
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| 56 | ((DomainImpl) utilitySpace.getDomain()).getXMLRoot());
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| 57 | // build utility cash
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| 58 | utilityCash = new HashMap<Bid, Double>();
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| 59 | BidIterator lIter = new BidIterator(utilitySpace.getDomain());
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| 60 | try {
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| 61 | while (lIter.hasNext()) {
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| 62 | Bid tmpBid = lIter.next();
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| 63 | utilityCash.put(tmpBid,
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| 64 | new Double(utilitySpace.getUtility(tmpBid)));
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| 65 | } // while
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| 66 | } catch (Exception e) {
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| 67 | e.printStackTrace();
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| 68 | }
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| 69 |
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| 70 | }
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| 71 |
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| 72 | // Class methods
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| 73 | @Override
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| 74 | public void ReceiveMessage(Action opponentAction) {
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| 75 | messageOpponent = opponentAction;
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| 76 | }
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| 77 |
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| 78 | @Override
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| 79 | public String getVersion() {
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| 80 | return "1.0";
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| 81 | };
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| 82 |
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| 83 | private Action proposeInitialBid() {
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| 84 | Bid lBid = null;
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| 85 | /*
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| 86 | * Value[] values = new Value[4]; if(myName.equals("Buyer")) { values[0]
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| 87 | * = new ValueReal(0.6); values[1] = new ValueReal(0.9); values[2] = new
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| 88 | * ValueReal(0.6); values[3] = new ValueReal(1); } else { values[0] =
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| 89 | * new ValueReal(0); values[1] = new ValueReal(0.2); values[2] = new
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| 90 | * ValueReal(0); values[3] = new ValueReal(0.5); } lBid = new
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| 91 | * Bid(utilitySpace.getDomain(), values);
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| 92 | */
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| 93 | // Return (one of the) possible bid(s) with maximal utility.
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| 94 | try {
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| 95 | lBid = utilitySpace.getMaxUtilityBid();
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| 96 | Bid lBid2 = getBidRandomWalk(utilitySpace.getUtility(lBid) * 0.98,
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| 97 | utilitySpace.getUtility(lBid));
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| 98 | if (lBid != null) {
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| 99 | lBid = lBid2;
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| 100 | }
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| 101 | } catch (Exception e) {
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| 102 | e.printStackTrace();
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| 103 | }
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| 104 | fSmartSteps = NUMBER_OF_SMART_STEPS + 1;
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| 105 | myLastBid = lBid;
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| 106 |
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| 107 | return new Offer(getAgentID(), lBid);
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| 108 |
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| 109 | }
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| 110 |
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| 111 | private Bid getNextBidSmart(Bid pOppntBid) {
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| 112 | double lMyUtility = 0, lOppntUtility = 0, lTargetUtility;
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| 113 | // Both parties have made an initial bid. Compute associated utilities
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| 114 | // from my point of view.
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| 115 | try {
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| 116 | lMyUtility = utilitySpace.getUtility(myLastBid);
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| 117 | lOppntUtility = utilitySpace.getUtility(pOppntBid);
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| 118 | } catch (Exception e) {
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| 119 | e.printStackTrace();
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| 120 | }
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| 121 | if (fSmartSteps >= NUMBER_OF_SMART_STEPS) {
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| 122 | lTargetUtility = getTargetUtility(lMyUtility, lOppntUtility);
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| 123 | fSmartSteps = 0;
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| 124 | } else {
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| 125 | lTargetUtility = lMyUtility;
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| 126 | fSmartSteps++;
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| 127 | }
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| 128 | Bid lMyLastBid = myLastBid;
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| 129 | Bid lBid = getTradeOffExhaustive(lTargetUtility, pOppntBid);
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| 130 | if (Math.abs(fSimilarity.getSimilarity(lMyLastBid, lBid)) > 0.993) {
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| 131 | lTargetUtility = getTargetUtility(lMyUtility, lOppntUtility);
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| 132 | fSmartSteps = 0;
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| 133 | lBid = getTradeOffExhaustive(lTargetUtility, pOppntBid);
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| 134 | }
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| 135 | return lBid;
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| 136 | }
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| 137 |
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| 138 | private Bid getTradeOffExhaustive(double pUtility, Bid pOppntBid) {
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| 139 | Bid lBid = null;
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| 140 | double lSim = -1;
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| 141 | // BidIterator lIter = new BidIterator(utilitySpace.getDomain());
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| 142 | // while(lIter.hasNext()) {
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| 143 | for (Entry<Bid, Double> entry : utilityCash.entrySet()) {
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| 144 | Bid tmpBid = entry.getKey();
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| 145 | double lUtil = entry.getValue();
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| 146 | if (Math.abs(lUtil - pUtility) < ALLOWED_UTILITY_DEVIATION) {
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| 147 | double lTmpSim = fSimilarity.getSimilarity(tmpBid, pOppntBid);
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| 148 | if (lTmpSim > lSim) {
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| 149 | lSim = lTmpSim;
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| 150 | lBid = tmpBid;
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| 151 | }
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| 152 | }
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| 153 | } // while
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| 154 | return lBid;
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| 155 | }
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| 156 |
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| 157 | private Action proposeNextBid(Bid pOppntBid) {
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| 158 | Bid lBid = null;
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| 159 | switch (fStrategy) {
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| 160 | case SMART:
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| 161 | lBid = getNextBidSmart(pOppntBid);
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| 162 | break;
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| 163 | }
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| 164 | myLastBid = lBid;
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| 165 | return new Offer(getAgentID(), lBid);
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| 166 | }
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| 167 |
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| 168 | @Override
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| 169 | public Action chooseAction() {
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| 170 | Action lAction = null;
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| 171 | ACTIONTYPE lActionType;
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| 172 | Bid lOppntBid = null;
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| 173 |
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| 174 | lActionType = getActionType(messageOpponent);
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| 175 | try {
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| 176 | switch (lActionType) {
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| 177 | case OFFER: // Offer received from opponent
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| 178 | lOppntBid = ((Offer) messageOpponent).getBid();
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| 179 | if (myLastAction == null)
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| 180 | // Other agent started, lets propose my initial bid.
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| 181 | lAction = proposeInitialBid();
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| 182 | else if (utilitySpace.getUtility(lOppntBid) >= utilitySpace
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| 183 | .getUtility(myLastBid))
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| 184 | // Opponent bids equally, or outbids my previous bid, so
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| 185 | // lets
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| 186 | // accept
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| 187 | lAction = new Accept(getAgentID(), lOppntBid);
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| 188 | else
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| 189 | // Propose counteroffer. Get next bid.
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| 190 | lAction = proposeNextBid(lOppntBid);
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| 191 | // Check if utility of the new bid is lower than utility of the
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| 192 | // opponent's last bid
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| 193 | // if yes then accept last bid of the opponent.
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| 194 | if (utilitySpace.getUtility(lOppntBid) >= utilitySpace
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| 195 | .getUtility(myLastBid))
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| 196 | // Opponent bids equally, or outbids my previous bid, so
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| 197 | // lets
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| 198 | // accept
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| 199 | lAction = new Accept(getAgentID(), lOppntBid);
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| 200 | break;
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| 201 | case ACCEPT: // Presumably, opponent accepted last bid, but let's
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| 202 | // check...
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| 203 | break;
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| 204 | case BREAKOFF:
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| 205 | // nothing left to do. Negotiation ended, which should be
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| 206 | // checked by
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| 207 | // Negotiator...
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| 208 | break;
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| 209 | default:
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| 210 | // I am starting, but not sure whether Negotiator checks this,
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| 211 | // so
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| 212 | // lets check also myLastAction...
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| 213 | if (myLastAction == null)
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| 214 | lAction = proposeInitialBid();
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| 215 | else
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| 216 | // simply repeat last action
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| 217 | lAction = myLastAction;
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| 218 | break;
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| 219 | }
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| 220 | } catch (Exception e) {
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| 221 | e.printStackTrace();
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| 222 | }
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| 223 | myLastAction = lAction;
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| 224 | return lAction;
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| 225 | }
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| 226 |
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| 227 | private ACTIONTYPE getActionType(Action lAction) {
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| 228 | ACTIONTYPE lActionType = ACTIONTYPE.START;
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| 229 | if (lAction instanceof Offer)
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| 230 | lActionType = ACTIONTYPE.OFFER;
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| 231 | else if (lAction instanceof Accept)
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| 232 | lActionType = ACTIONTYPE.ACCEPT;
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| 233 | else if (lAction instanceof EndNegotiation)
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| 234 | lActionType = ACTIONTYPE.BREAKOFF;
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| 235 | return lActionType;
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| 236 | }
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| 237 |
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| 238 | private Bid getBidRandomWalk(double lowerBound, double upperBoud)
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| 239 | throws Exception {
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| 240 | // find all suitable bids
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| 241 | ArrayList<Bid> lBidsRange = new ArrayList<Bid>();
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| 242 | BidIterator lIter = new BidIterator(utilitySpace.getDomain());
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| 243 | while (lIter.hasNext()) {
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| 244 | Bid tmpBid = lIter.next();
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| 245 | double lUtil = 0;
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| 246 | try {
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| 247 | lUtil = utilitySpace.getUtility(tmpBid);
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| 248 | if (lUtil >= lowerBound && lUtil <= upperBoud)
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| 249 | lBidsRange.add(tmpBid);
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| 250 | } catch (Exception e) {
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| 251 | e.printStackTrace();
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| 252 | }
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| 253 | } // while
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| 254 | // Return bid that gets closest to target utility in a "random walk"
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| 255 | // search.
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| 256 | /*
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| 257 | * lBestBid = utilitySpace.getDomain().getRandomBid(); while(true) {
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| 258 | * lBid = utilitySpace.getDomain().getRandomBid(); if
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| 259 | * ((utilitySpace.getUtility(lBid) > lowerBound)&&
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| 260 | * (utilitySpace.getUtility(lBestBid) < upperBoud)) { lBestBid = lBid;
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| 261 | * break; }*
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| 262 | *
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| 263 | * }
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| 264 | */
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| 265 | if (lBidsRange.size() < 1) {
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| 266 | return null;
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| 267 | }
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| 268 | if (lBidsRange.size() < 2) {
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| 269 | return lBidsRange.get(0);
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| 270 | } else {
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| 271 | int lIndex = (new Random()).nextInt(lBidsRange.size() - 1);
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| 272 | return lBidsRange.get(lIndex);
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| 273 | }
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| 274 | }
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| 275 |
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| 276 | private double getTargetUtility(double myUtility, double oppntUtility) {
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| 277 | return myUtility - getConcessionFactor();
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| 278 | }
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| 279 |
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| 280 | private double getConcessionFactor() {
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| 281 | // The more the agent is willing to concess on its aspiration value, the
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| 282 | // higher this factor.
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| 283 | return CONCESSIONFACTOR;
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| 284 | }
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| 285 |
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| 286 | @Override
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| 287 | public SupportedNegotiationSetting getSupportedNegotiationSetting() {
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| 288 | return SupportedNegotiationSetting.getLinearUtilitySpaceInstance();
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| 289 | }
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| 290 |
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| 291 | @Override
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| 292 | public String getDescription() {
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| 293 | return "Tries to make bids similar to received offers";
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| 294 | }
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| 295 |
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| 296 | }
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