[127] | 1 | package agents;
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| 2 |
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| 3 | import java.util.HashMap;
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| 4 | import java.util.List;
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| 5 | import java.util.Random;
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| 6 |
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| 7 | import genius.core.Agent;
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| 8 | import genius.core.Bid;
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| 9 | import genius.core.actions.Accept;
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| 10 | import genius.core.actions.Action;
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| 11 | import genius.core.actions.ActionWithBid;
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| 12 | import genius.core.actions.Offer;
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| 13 | import genius.core.issue.Issue;
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| 14 | import genius.core.issue.IssueDiscrete;
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| 15 | import genius.core.issue.IssueInteger;
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| 16 | import genius.core.issue.IssueReal;
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| 17 | import genius.core.issue.Value;
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| 18 | import genius.core.issue.ValueInteger;
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| 19 | import genius.core.issue.ValueReal;
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| 20 | import genius.core.timeline.Timeline;
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| 21 |
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| 22 | /**
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| 23 | * @author W.Pasman Some improvements over the standard SimpleAgent.
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| 24 | *
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| 25 | * Random Walker, Zero Intelligence Agent
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| 26 | */
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| 27 | public class SimpleAgent extends Agent {
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| 28 | private Action actionOfPartner = null;
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| 29 | /**
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| 30 | * Note: {@link SimpleAgent} does not account for the discount factor in its
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| 31 | * computations
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| 32 | */
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| 33 | private static double MINIMUM_BID_UTILITY = 0.0;
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| 34 |
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| 35 | /**
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| 36 | * init is called when a next session starts with the same opponent.
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| 37 | */
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| 38 | @Override
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| 39 | public void init() {
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| 40 | MINIMUM_BID_UTILITY = utilitySpace.getReservationValueUndiscounted();
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| 41 | }
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| 42 |
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| 43 | @Override
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| 44 | public String getVersion() {
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| 45 | return "3.1";
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| 46 | }
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| 47 |
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| 48 | @Override
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| 49 | public String getName() {
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| 50 | return "Simple Agent";
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| 51 | }
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| 52 |
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| 53 | @Override
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| 54 | public void ReceiveMessage(Action opponentAction) {
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| 55 | actionOfPartner = opponentAction;
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| 56 | }
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| 57 |
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| 58 | @Override
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| 59 | public Action chooseAction() {
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| 60 | Action action = null;
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| 61 | Bid partnerBid = null;
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| 62 | try {
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| 63 | if (actionOfPartner == null)
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| 64 | action = chooseRandomBidAction();
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| 65 | if (actionOfPartner instanceof Offer) {
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| 66 | partnerBid = ((Offer) actionOfPartner).getBid();
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| 67 | double offeredUtilFromOpponent = getUtility(partnerBid);
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| 68 | // get current time
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| 69 | double time = timeline.getTime();
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| 70 | action = chooseRandomBidAction();
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| 71 |
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| 72 | Bid myBid = ((Offer) action).getBid();
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| 73 | double myOfferedUtil = getUtility(myBid);
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| 74 |
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| 75 | // accept under certain circumstances
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| 76 | if (isAcceptable(offeredUtilFromOpponent, myOfferedUtil, time))
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| 77 | action = new Accept(getAgentID(), partnerBid);
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| 78 |
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| 79 | }
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| 80 | if (timeline.getType().equals(Timeline.Type.Time)) {
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| 81 | sleep(0.005); // just for fun
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| 82 | }
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| 83 |
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| 84 | } catch (Exception e) {
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| 85 | System.out.println("Exception in ChooseAction:" + e.getMessage());
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| 86 | action = new Accept(getAgentID(), partnerBid); // best guess if
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| 87 | // things go wrong.
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| 88 | }
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| 89 | return action;
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| 90 | }
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| 91 |
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| 92 | private boolean isAcceptable(double offeredUtilFromOpponent,
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| 93 | double myOfferedUtil, double time) throws Exception {
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| 94 | double P = Paccept(offeredUtilFromOpponent, time);
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| 95 | if (P > Math.random())
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| 96 | return true;
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| 97 | return false;
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| 98 | }
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| 99 |
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| 100 | /**
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| 101 | * Wrapper for getRandomBid, for convenience.
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| 102 | *
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| 103 | * @return new Action(Bid(..)), with bid utility > MINIMUM_BID_UTIL. If a
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| 104 | * problem occurs, it returns an Accept() action.
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| 105 | */
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| 106 | private Action chooseRandomBidAction() {
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| 107 | Bid nextBid = null;
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| 108 | try {
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| 109 | nextBid = getRandomBid();
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| 110 | } catch (Exception e) {
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| 111 | System.out.println("Problem with received bid:" + e.getMessage()
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| 112 | + ". cancelling bidding");
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| 113 | }
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| 114 | if (nextBid == null)
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| 115 | return new Accept(getAgentID(),
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| 116 | ((ActionWithBid) actionOfPartner).getBid());
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| 117 | return (new Offer(getAgentID(), nextBid));
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| 118 | }
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| 119 |
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| 120 | /**
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| 121 | * @return a random bid with high enough utility value.
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| 122 | * @throws Exception
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| 123 | * if we can't compute the utility (eg no evaluators have been
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| 124 | * set) or when other evaluators than a DiscreteEvaluator are
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| 125 | * present in the util space.
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| 126 | */
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| 127 | private Bid getRandomBid() throws Exception {
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| 128 | HashMap<Integer, Value> values = new HashMap<Integer, Value>(); // pairs
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| 129 | // <issuenumber,chosen
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| 130 | // value
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| 131 | // string>
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| 132 | List<Issue> issues = utilitySpace.getDomain().getIssues();
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| 133 | Random randomnr = new Random();
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| 134 |
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| 135 | // createFrom a random bid with utility>MINIMUM_BID_UTIL.
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| 136 | // note that this may never succeed if you set MINIMUM too high!!!
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| 137 | // in that case we will search for a bid till the time is up (3 minutes)
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| 138 | // but this is just a simple agent.
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| 139 | Bid bid = null;
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| 140 | do {
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| 141 | for (Issue lIssue : issues) {
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| 142 | switch (lIssue.getType()) {
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| 143 | case DISCRETE:
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| 144 | IssueDiscrete lIssueDiscrete = (IssueDiscrete) lIssue;
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| 145 | int optionIndex = randomnr
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| 146 | .nextInt(lIssueDiscrete.getNumberOfValues());
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| 147 | values.put(lIssue.getNumber(),
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| 148 | lIssueDiscrete.getValue(optionIndex));
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| 149 | break;
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| 150 | case REAL:
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| 151 | IssueReal lIssueReal = (IssueReal) lIssue;
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| 152 | int optionInd = randomnr.nextInt(
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| 153 | lIssueReal.getNumberOfDiscretizationSteps() - 1);
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| 154 | values.put(lIssueReal.getNumber(), new ValueReal(lIssueReal
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| 155 | .getLowerBound()
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| 156 | + (lIssueReal.getUpperBound()
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| 157 | - lIssueReal.getLowerBound()) * (optionInd)
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| 158 | / (lIssueReal
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| 159 | .getNumberOfDiscretizationSteps())));
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| 160 | break;
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| 161 | case INTEGER:
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| 162 | IssueInteger lIssueInteger = (IssueInteger) lIssue;
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| 163 | int optionIndex2 = lIssueInteger.getLowerBound()
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| 164 | + randomnr.nextInt(lIssueInteger.getUpperBound()
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| 165 | - lIssueInteger.getLowerBound());
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| 166 | values.put(lIssueInteger.getNumber(),
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| 167 | new ValueInteger(optionIndex2));
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| 168 | break;
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| 169 | default:
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| 170 | throw new Exception("issue type " + lIssue.getType()
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| 171 | + " not supported by SimpleAgent2");
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| 172 | }
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| 173 | }
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| 174 | bid = new Bid(utilitySpace.getDomain(), values);
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| 175 | } while (getUtility(bid) < MINIMUM_BID_UTILITY);
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| 176 |
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| 177 | return bid;
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| 178 | }
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| 179 |
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| 180 | /**
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| 181 | * This function determines the accept probability for an offer. At t=0 it
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| 182 | * will prefer high-utility offers. As t gets closer to 1, it will accept
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| 183 | * lower utility offers with increasing probability. it will never accept
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| 184 | * offers with utility 0.
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| 185 | *
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| 186 | * @param u
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| 187 | * is the utility
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| 188 | * @param t
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| 189 | * is the time as fraction of the total available time (t=0 at
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| 190 | * start, and t=1 at end time)
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| 191 | * @return the probability of an accept at time t
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| 192 | * @throws Exception
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| 193 | * if you use wrong values for u or t.
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| 194 | *
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| 195 | */
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| 196 | double Paccept(double u, double t1) throws Exception {
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| 197 | double t = t1 * t1 * t1; // steeper increase when deadline approaches.
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| 198 | if (u < 0 || u > 1.05)
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| 199 | throw new Exception("utility " + u + " outside [0,1]");
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| 200 | // normalization may be slightly off, therefore we have a broad boundary
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| 201 | // up to 1.05
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| 202 | if (t < 0 || t > 1)
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| 203 | throw new Exception("time " + t + " outside [0,1]");
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| 204 | if (u > 1.)
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| 205 | u = 1;
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| 206 | if (t == 0.5)
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| 207 | return u;
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| 208 | return (u - 2. * u * t
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| 209 | + 2. * (-1. + t + Math.sqrt(sq(-1. + t) + u * (-1. + 2 * t))))
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| 210 | / (-1. + 2 * t);
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| 211 | }
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| 212 |
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| 213 | double sq(double x) {
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| 214 | return x * x;
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| 215 | }
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| 216 |
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| 217 | @Override
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| 218 | public String getDescription() {
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| 219 | return "Random bids until good offer is received";
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| 220 | }
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| 221 |
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| 222 | }
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