The Australian Credit Data Set Sample Clauses

The Australian Credit Data Set. ≈ The Australian Credit data set contains data from credit card applications and comes from the statlog data set repository [76] (part of the UCI data repository [7]). Since both attributes and classes have been encoded it is impossible to interpret the trees found by our algorithms. In the original data, on which the data set is based, 37 examples ( 5%) had missing values. The UCI data repository reports that 8 of the 14 attributes are categorical but our algorithms treat all numerical values in the same way. The two target classes are quite evenly distributed with 307 examples (roughly 44.5%) for class 1 and 383 examples for class 2 (≈ 55.5%). On this data set our simple gp constructed a set of internal nodes of size 1167 and a set of terminal nodes of size 2 (the two classes). This means that the size of the search space of our simple gp on the Australian Credit data set is approximately 7.5 × 10120.
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The Australian Credit Data Set. The results on the Australian Credit data set are displayed in Table 3.5. On this data set our new gp algorithms perform significantly better than our simple gp algorithm, regardless of the number of clusters or partitions used. More interestingly, the best performing gp algorithm, clustering gp with 2 clusters per numerical valued attribute, also has a significantly lower misclassification rate than our other gp algorithms with the exception of our gain gp algorithm with k = 2. If we compare the results of our new gp algorithms with esia we see that all our gp algorithms perform significantly better, based on a two-tailed independent samples t-test. The differences between our new gp algorithms and the decision tree algorithms Ltree, OC1 and C4.5 are not statistically significant.
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The Australian Credit Data Set. If we look at the results of our new fuzzy gp representations on the Australian Credit data set in Table 4.2 we see that the fuzzy and non-fuzzy algorithms perform similarly.
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Related to The Australian Credit Data Set

  • Australian Consumer Law To the extent you are located in Australia: The supply of the Products or Services under this Agreement may be subject to the Australian Consumer Law, Schedule 2 of the Australian Competition and Consumer Xxx 0000 (Cth) ("Australian Consumer Law"). Where this is the case, the following statement applies in respect of any failure to comply with the consumer guarantees under the Australian Consumer Law: Our Products and Services come with guarantees that cannot be excluded under the Australian Consumer Law. Where the Australian Consumer Laws apply, you are entitled to a replacement or refund for a major failure and compensation for any other reasonably foreseeable loss or damage, subject to the limitation of liability below. You are also entitled to have the goods repaired or replaced if the goods fail to be of acceptable quality and the failure does not amount to a major failure.

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  • Administrative Agent Bank of America, N.A., as the administrative agent under the Credit Agreement

  • Qualified Credit Card Issuer A UK Financial Institution satisfying the following criteria:

  • The Agent Each of the Lenders hereby irrevocably appoints the Agent as its agent and authorizes the Agent to take such actions on its behalf and to exercise such powers as are delegated to the Agent by the terms of the Loan Documents, together with such actions and powers as are reasonably incidental thereto. In the event the institution serving as the Agent hereunder shall also be a Lender, it shall have the same rights and powers in its capacity as a Lender as any other Lender and may exercise the same as though it were not the Agent, and such institution and its Affiliates may accept deposits from, lend money to and generally engage in any kind of business with Level 3, the Borrower or any Subsidiary or Affiliate thereof as if it were not the Agent hereunder. The Agent shall not have any duties or obligations except those expressly set forth in the Loan Documents. Without limiting the generality of the foregoing, (a) the Agent shall not be subject to any fiduciary or other implied duties, regardless of whether a Default has occurred and is continuing, (b) the Agent shall not have any duty to take any discretionary action or exercise any discretionary powers, except discretionary rights and powers expressly contemplated by the Loan Documents that the Agent is required to exercise in writing by the Required Lenders (or such other number or percentage of the Lenders as shall be necessary under the circumstances as provided in Section 9.02), and shall not have any duty to take any action or exercise any powers that would result in the incurrence by it of costs or expenses unless arrangements satisfactory to it to ensure the prompt payment of all such costs or expenses shall have been made by the Lenders, and (c) except as expressly set forth in the Loan Documents, the Agent shall not have any duty to disclose, and shall not be liable for the failure to disclose, any information relating to Xxxxx 0, the Borrower or any of the Subsidiaries of Level 3 that is communicated to or obtained by the institution serving as Agent or any of its Affiliates in any capacity. The Agent shall not be liable for any action taken or not taken by it with the consent or at the request of the Required Lenders (or such other number or percentage of the Lenders as shall be necessary under the circumstances as provided in Section 9.02) or in the absence of its own gross negligence or willful misconduct. The Agent shall be deemed not to have knowledge of any Default unless and until written notice thereof is given to the Agent by Xxxxx 0, the Borrower or a Lender, and the Agent shall not be responsible for or have any duty to ascertain or inquire into (i) any statement, warranty or representation made in or in connection with any Loan Document, (ii) the contents of any certificate, report or other document delivered thereunder or in connection therewith, (iii) the performance or observance of any of the covenants, agreements or other terms or conditions set forth in any Loan Document, (iv) the validity, enforceability, effectiveness or genuineness of any Loan Document or any other agreement, instrument or document, or (v) the satisfaction of any condition set forth in Article IV or elsewhere in any Loan Document, other than to confirm receipt of items expressly required to be delivered to the Agent. As to any matters not expressly provided for by this Agreement and the other Loan Documents (including enforcement or collection), the Administrative Agent and the Collateral Agent shall not be required to exercise any discretion or take any action, but shall be required to act or to refrain from acting (and shall be fully protected in so acting or refraining from acting) upon the instructions of the Requisite Lenders, and such instructions shall be binding upon all Lenders, provided, however, that the Administrative Agent and the Collateral Agent shall not be required to take any action that (i) the Administrative Agent or the Collateral Agent in good faith believes exposes it to personal liability unless it receives an indemnification satisfactory to it from the Lenders with respect to such action or (ii) is contrary to this Agreement or applicable law. The Agent shall be entitled to rely upon, and shall not incur any liability for relying upon, any notice, request, certificate, consent, statement, instrument, document or other writing believed by it to be genuine and to have been signed or sent by the proper Person. The Agent also may rely upon any statement made to it orally or by telephone and believed by it to be made by the proper Person, and shall not incur any liability for relying thereon. The Agent may consult with legal counsel (who may be counsel for Level 3 or the Borrower), independent accountants and other experts selected by it, and shall not be liable for any action taken or not taken by it in accordance with the advice of any such counsel, accountants or experts. The Agent may perform any and all its duties and exercise its rights and powers by or through any one or more sub-agents appointed by the Agent. The Agent and any such sub-agent may perform any and all its duties and exercise its rights and powers through their respective Related Parties. The exculpatory provisions of the preceding paragraphs shall apply to any such sub-agent and to the Related Parties of each Agent and any such sub-agent, and shall apply to their respective activities in connection with the syndication of the credit facilities provided for herein as well as activities as Agent. Subject to the appointment and acceptance of a successor as provided in this paragraph, the Agent may resign at any time by notifying the Lenders and Level 3. Upon any such resignation, the Required Lenders shall have the right, with, so long as no Default or Event of Default shall have occurred and be continuing, the consent of Level 3 (which consent shall not be unreasonably withheld or delayed) to appoint a successor. If no successor shall have been so appointed by the Required Lenders and shall have accepted such appointment within 30 days after the retiring Agent gives notice of its resignation, then the retiring Agent may, on behalf of the Lenders, appoint a successor Agent which shall be a Lender or a bank with an office in New York, New York, or an Affiliate of such Lender or any such bank. Upon the acceptance of its appointment as Agent hereunder by a successor, such successor shall succeed to and become vested with all the rights, powers, privileges and duties of the retiring Agent, and the retiring Agent shall be discharged from its duties and obligations hereunder. The fees payable by Level 3 and the Borrower to a successor Agent shall be the same as those payable to its predecessor unless otherwise agreed with such successor. After the Agent’s resignation hereunder, the provisions of this Article and Section 9.03 shall continue in effect for the benefit of such retiring Agent, its sub-agents and their respective Related Parties in respect of any actions taken or omitted to be taken by any of them while it was acting as Agent. Each Lender acknowledges that it has, independently and without reliance upon the Agent or any other Lender and based on such documents and information as it has deemed appropriate, made its own credit analysis and decision to enter into this Agreement. Each Lender also acknowledges that it will, independently and without reliance upon the Agent or any other Lender and based on such documents and information as it shall from time to time deem appropriate, continue to make its own decisions in taking or not taking action under or based upon this Agreement, any other Loan Document or related agreement or any document furnished hereunder or thereunder.

  • Wire Unbundled DS1 Digital Loop This is a designed 4-wire Loop that is provisioned according to industry standards for DS1 or Primary Rate ISDN services and will come standard with a test point, OC, and a DLR. A DS1 Loop may be provisioned over a variety of loop transmission technologies including copper, HDSL-based technology or fiber optic transport systems. It will include a 4-Wire DS1 Network Interface at the End User’s location.

  • U.S Person: A citizen or resident of the United States, a corporation, partnership or other entity created or organized in or under the laws of the United States, any state thereof or the District of Columbia, or an estate or trust that is subject to U.S. federal income tax regardless of the source of its income.

  • -wire Unbundled Digital/DS0 Loop These are designed 4-wire Loops that may be configured as 64kbps, 56kbps, 19kbps, and other sub-rate speeds associated with digital data services and will come standard with a test point, OC, and a DLR.

  • Credit Hours Credit hours are hours that an employee elects to work, with supervisory approval, in excess of the employees basic work requirement under a flexible work schedule. Credit hours may only be accrued under a flexible work schedule. Employees must notify their direct supervisor of their intent to earn credit hours and the duties to be performed at least four (4) hours in advance of the time. Management will respond and approve the credit hours if the work is assigned duties that could not have been performed during a normal tour of duty. Credit hours used are considered hours worked.

  • The Administrative Agent Each of the Lenders hereby irrevocably appoints the Administrative Agent as its agent and authorizes the Administrative Agent to take such actions on its behalf and to exercise such powers as are delegated to the Administrative Agent by the terms of the Loan Documents, together with such actions and powers as are reasonably incidental thereto. The bank serving as the Administrative Agent hereunder shall have the same rights and powers in its capacity as a Lender as any other Lender and may exercise the same as though it were not the Administrative Agent, and such bank and its Affiliates may accept deposits from, lend money to and generally engage in any kind of business with Holdings, CAIS, Inc. or any Subsidiary or other Affiliate thereof as if it were not the Administrative Agent hereunder. The Administrative Agent shall not have any duties or obligations except those expressly set forth in the Loan Documents. Without limiting the generality of the foregoing, (a) the Administrative Agent shall not be subject to any fiduciary or other implied duties, regardless of whether a Default has occurred and is continuing, (b) the Administrative Agent shall not have any duty to take any discretionary action or exercise any discretionary powers, except discretionary rights and powers expressly contemplated by the Loan Documents that the Administrative Agent is required to exercise in writing by the Required Lenders (or such other number or percentage of the Lenders as shall be necessary under the circumstances as provided in Section 9.02), and (c) except as expressly set forth in the Loan Documents, the Administrative Agent shall not have any duty to disclose, and shall not be liable for the failure to disclose, any information relating to Holdings, CAIS, Inc. or any of the Subsidiaries that is communicated to or obtained by the bank serving as Administrative Agent or any of its Affiliates in any capacity. The Administrative Agent shall not be liable for any action taken or not taken by it with the consent or at the request of the Required Lenders (or such other number or percentage of the Lenders as shall be necessary under the circumstances as provided in Section 9.02) or in the absence of its own gross negligence or wilful misconduct. The Administrative Agent shall be deemed not to have knowledge of any Default unless and until written notice thereof is given to the Administrative Agent by Holdings, CAIS, Inc. or a Lender, and the Administrative Agent shall not be responsible for or have any duty to ascertain or inquire into (i) any statement, warranty or representation made in or in connection with any Loan Document, (ii) the contents of any certificate, report or other document delivered thereunder or in connection therewith, (iii) the performance or observance of any of the covenants, agreements or other terms or conditions set forth in any Loan Document, (iv) the validity, enforceability, effectiveness or genuineness of any Loan Document or any other agreement, instrument or document, or (v) the satisfaction of any condition set forth in Article IV or elsewhere in any Loan Document, other than to confirm receipt of items expressly required to be delivered to the Administrative Agent. The Administrative Agent shall be entitled to rely upon, and shall not incur any liability for relying upon, any notice, request, certificate, consent, statement, instrument, document or other writing believed by it to be genuine and to have been signed or sent by the proper Person. The Administrative Agent also may rely upon any statement made to it orally or by telephone and believed by it to be made by the proper Person, and shall not incur any liability for relying thereon. The Administrative Agent may consult with legal counsel (who may be counsel for the Borrower), independent accountants and other experts selected by it, and shall not be liable for any action taken or not taken by it in accordance with the advice of any such counsel, accountants or experts. The Administrative Agent may perform any and all its duties and exercise its rights and powers by or through any one or more sub-agents appointed by the Administrative Agent. The Administrative Agent and any such sub-agent may perform any and all its duties and exercise its rights and powers through their respective Related Parties. The exculpatory provisions of the preceding paragraphs shall apply to any such sub-agent and to the Related Parties of the Administrative Agent and any such sub-agent, and shall apply to their respective activities in connection with the syndication of the credit facilities provided for herein as well as activities as Administrative Agent. Subject to the appointment and acceptance of a successor Administrative Agent as provided in this paragraph, the Administrative Agent may resign at any time by notifying the Lenders and the Borrower. Upon any such resignation, the Required Lenders shall have the right, in consultation with the Borrower, to appoint a successor. If no successor shall have been so appointed by the Required Lenders and shall have accepted such appointment within 30 days after the retiring Administrative Agent gives notice of its resignation, then the retiring Administrative Agent may, in consultation with the Borrower and on behalf of the Lenders, appoint a successor Administrative Agent which shall be a bank with an office in New York, New York, or an Affiliate of any such bank. Upon the acceptance of its appointment as Administrative Agent hereunder by a successor, such successor shall succeed to and become vested with all the rights, powers, privileges and duties of the retiring Administrative Agent, and the retiring Administrative Agent shall be discharged from its duties and obligations hereunder. After the Administrative Agent's resignation hereunder, the provisions of this Article and Section 9.03 shall continue in effect for the benefit of such retiring Administrative Agent, its sub-agents and their respective Related Parties in respect of any actions taken or omitted to be taken by any of them while it was acting as Administrative Agent. Each Lender acknowledges that it has, independently and without reliance upon the Administrative Agent or any other Lender and based on such documents and information as it has deemed appropriate, made its own credit analysis and decision to enter into this Agreement. Each Lender also acknowledges that it will, independently and without reliance upon the Administrative Agent or any other Lender and based on such documents and information as it shall from time to time deem appropriate, continue to make its own decisions in taking or not taking action under or based upon this Agreement, any other Loan Document or related agreement or any document furnished hereunder or thereunder.

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