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    <link:label id="lab_us-gaap_AssetsCurrent_060F4E255CBC6BF4A4C196A38C1B5189_totalLabel_en-US" xlink:label="lab_us-gaap_AssetsCurrent_060F4E255CBC6BF4A4C196A38C1B5189" xlink:role="http://www.xbrl.org/2003/role/totalLabel" xlink:type="resource" xml:lang="en-US">Total current assets</link:label>
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    <link:label id="lab_us-gaap_OtherLongTermInvestments_D714ADFC33F7C5B88EB496A38C1B2442_terseLabel_en-US" xlink:label="lab_us-gaap_OtherLongTermInvestments_D714ADFC33F7C5B88EB496A38C1B2442" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Other investments</link:label>
    <link:label id="lab_us-gaap_OtherLongTermInvestments_D714ADFC33F7C5B88EB496A38C1B2442_label_en-US" xlink:label="lab_us-gaap_OtherLongTermInvestments_D714ADFC33F7C5B88EB496A38C1B2442" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Other Long-term Investments</link:label>
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    <link:label id="lab_us-gaap_PropertyPlantAndEquipmentNet_C341B2F7EDC7D002B51D96A38C1BFF25_terseLabel_en-US" xlink:label="lab_us-gaap_PropertyPlantAndEquipmentNet_C341B2F7EDC7D002B51D96A38C1BFF25" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Property, plant and equipment, net of accumulated depreciation of $156.2 and $136.4 at April 30, 2018 and October 31, 2017, respectively</link:label>
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    <link:label id="lab_us-gaap_FiniteLivedIntangibleAssetsNet_10935F7928FBDC86B91196A38C1B3A65_terseLabel_en-US" xlink:label="lab_us-gaap_FiniteLivedIntangibleAssetsNet_10935F7928FBDC86B91196A38C1B3A65" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Other intangible assets, net of accumulated amortization of $222.4 and $189.1 at April 30, 2018 and October 31, 2017, respectively</link:label>
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    <link:label id="lab_us-gaap_Goodwill_7C21961EAE24037BB2B696A38C1B54A3_terseLabel_en-US" xlink:label="lab_us-gaap_Goodwill_7C21961EAE24037BB2B696A38C1B54A3" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Goodwill</link:label>
    <link:label id="lab_us-gaap_Goodwill_7C21961EAE24037BB2B696A38C1B54A3_label_en-US" xlink:label="lab_us-gaap_Goodwill_7C21961EAE24037BB2B696A38C1B54A3" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Goodwill</link:label>
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    <link:label id="lab_us-gaap_OtherAssetsNoncurrent_FC8A2753AF9E4D82E51B96A38C1C0391_terseLabel_en-US" xlink:label="lab_us-gaap_OtherAssetsNoncurrent_FC8A2753AF9E4D82E51B96A38C1C0391" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Other noncurrent assets</link:label>
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    <link:label id="lab_us-gaap_InterestRateCashFlowHedgeGainLossToBeReclassifiedDuringNext12MonthsNet_57D80C71D4588EFD4FA3B61C2287E3FF_terseLabel_en-US" xlink:label="lab_us-gaap_InterestRateCashFlowHedgeGainLossToBeReclassifiedDuringNext12MonthsNet_57D80C71D4588EFD4FA3B61C2287E3FF" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Interest rate cash flow hedge gain (loss) to be reclassified during next 12 months, net</link:label>
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    <link:label id="lab_us-gaap_FairValueInputsAssetsQuantitativeInformationTableTextBlock_2B45E5D39831A48A864807EEB1363D47_terseLabel_en-US" xlink:label="lab_us-gaap_FairValueInputsAssetsQuantitativeInformationTableTextBlock_C5DF1738783159E28CA1C2159626D7A4" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Significant Assumptions Used to Determine Fair Value of Auction Rate Securities</link:label>
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    <link:label id="lab_us-gaap_IncomeTaxDisclosureTextBlock_AA5DC88A91A6D5675D16F3F2A6CE5CFD_terseLabel_en-US" xlink:label="lab_us-gaap_IncomeTaxDisclosureTextBlock_901A05EBB40358588FA791150FD93118" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Income Taxes</link:label>
    <link:label id="lab_us-gaap_IncomeTaxDisclosureTextBlock_AA5DC88A91A6D5675D16F3F2A6CE5CFD_label_en-US" xlink:label="lab_us-gaap_IncomeTaxDisclosureTextBlock_901A05EBB40358588FA791150FD93118" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Income Tax Disclosure [Text Block]</link:label>
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    <link:label id="lab_abm_ScheduleOfOtherLiabilitiesTable_75113CA1A9A80300FF09A699D074888B_terseLabel_en-US" xlink:label="lab_abm_ScheduleOfOtherLiabilitiesTable_75113CA1A9A80300FF09A699D074888B" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Schedule of Other Liabilities [Table]</link:label>
    <link:label id="lab_abm_ScheduleOfOtherLiabilitiesTable_75113CA1A9A80300FF09A699D074888B_label_en-US" xlink:label="lab_abm_ScheduleOfOtherLiabilitiesTable_75113CA1A9A80300FF09A699D074888B" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Schedule Of Other Liabilities [Table]</link:label>
    <link:label id="lab_abm_ScheduleOfOtherLiabilitiesTable_75113CA1A9A80300FF09A699D074888B_documentation_en-US" xlink:label="lab_abm_ScheduleOfOtherLiabilitiesTable_75113CA1A9A80300FF09A699D074888B" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Schedule of Other Liabilities [Table]</link:label>
    <link:loc xlink:href="abm-20180430.xsd#abm_ScheduleOfOtherLiabilitiesTable" xlink:label="loc_abm_ScheduleOfOtherLiabilitiesTable_75113CA1A9A80300FF09A699D074888B" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_abm_ScheduleOfOtherLiabilitiesTable_75113CA1A9A80300FF09A699D074888B" xlink:to="lab_abm_ScheduleOfOtherLiabilitiesTable_75113CA1A9A80300FF09A699D074888B" xlink:type="arc" />
    <link:label id="lab_abm_ScheduleOfOtherLiabilitiesLineItems_1A8D58BAD9C7A3203042A699D07450F1_terseLabel_en-US" xlink:label="lab_abm_ScheduleOfOtherLiabilitiesLineItems_1A8D58BAD9C7A3203042A699D07450F1" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Schedule of Other Liabilities [Line Items]</link:label>
    <link:label id="lab_abm_ScheduleOfOtherLiabilitiesLineItems_1A8D58BAD9C7A3203042A699D07450F1_label_en-US" xlink:label="lab_abm_ScheduleOfOtherLiabilitiesLineItems_1A8D58BAD9C7A3203042A699D07450F1" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Schedule Of Other Liabilities [Line Items]</link:label>
    <link:label id="lab_abm_ScheduleOfOtherLiabilitiesLineItems_1A8D58BAD9C7A3203042A699D07450F1_documentation_en-US" xlink:label="lab_abm_ScheduleOfOtherLiabilitiesLineItems_1A8D58BAD9C7A3203042A699D07450F1" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Schedule of Other Liabilities [Line Items]</link:label>
    <link:loc xlink:href="abm-20180430.xsd#abm_ScheduleOfOtherLiabilitiesLineItems" xlink:label="loc_abm_ScheduleOfOtherLiabilitiesLineItems_1A8D58BAD9C7A3203042A699D07450F1" xlink:type="locator" />
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    <link:label id="lab_abm_SelfInsuredRetentionAmountPerOccurrence_F6D26D68CDC106B8536BA699D0746971_terseLabel_en-US" xlink:label="lab_abm_SelfInsuredRetentionAmountPerOccurrence_F6D26D68CDC106B8536BA699D0746971" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Self insurance retention amount per-claim</link:label>
    <link:label id="lab_abm_SelfInsuredRetentionAmountPerOccurrence_F6D26D68CDC106B8536BA699D0746971_label_en-US" xlink:label="lab_abm_SelfInsuredRetentionAmountPerOccurrence_F6D26D68CDC106B8536BA699D0746971" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Self Insured Retention Amount Per Occurrence</link:label>
    <link:label id="lab_abm_SelfInsuredRetentionAmountPerOccurrence_F6D26D68CDC106B8536BA699D0746971_documentation_en-US" xlink:label="lab_abm_SelfInsuredRetentionAmountPerOccurrence_F6D26D68CDC106B8536BA699D0746971" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Self Insured Retention Amount Per Occurrence</link:label>
    <link:loc xlink:href="abm-20180430.xsd#abm_SelfInsuredRetentionAmountPerOccurrence" xlink:label="loc_abm_SelfInsuredRetentionAmountPerOccurrence_F6D26D68CDC106B8536BA699D0746971" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_abm_SelfInsuredRetentionAmountPerOccurrence_F6D26D68CDC106B8536BA699D0746971" xlink:to="lab_abm_SelfInsuredRetentionAmountPerOccurrence_F6D26D68CDC106B8536BA699D0746971" xlink:type="arc" />
    <link:label id="lab_abm_WorkersCompensationGeneralLiabilityandOtherInsurableRisksInsurancePolicyLimit_0B89F81F6B45E33ECE86A699D074496E_terseLabel_en-US" xlink:label="lab_abm_WorkersCompensationGeneralLiabilityandOtherInsurableRisksInsurancePolicyLimit_0B89F81F6B45E33ECE86A699D074496E" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Primary policy limit</link:label>
    <link:label id="lab_abm_WorkersCompensationGeneralLiabilityandOtherInsurableRisksInsurancePolicyLimit_0B89F81F6B45E33ECE86A699D074496E_label_en-US" xlink:label="lab_abm_WorkersCompensationGeneralLiabilityandOtherInsurableRisksInsurancePolicyLimit_0B89F81F6B45E33ECE86A699D074496E" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Workers Compensation General Liability and Other Insurable Risks Insurance Policy Limit</link:label>
    <link:label id="lab_abm_WorkersCompensationGeneralLiabilityandOtherInsurableRisksInsurancePolicyLimit_0B89F81F6B45E33ECE86A699D074496E_documentation_en-US" xlink:label="lab_abm_WorkersCompensationGeneralLiabilityandOtherInsurableRisksInsurancePolicyLimit_0B89F81F6B45E33ECE86A699D074496E" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Represents the policy limit provided by the insurance program for workers' compensation, general liability, and other insurable risks.</link:label>
    <link:loc xlink:href="abm-20180430.xsd#abm_WorkersCompensationGeneralLiabilityandOtherInsurableRisksInsurancePolicyLimit" xlink:label="loc_abm_WorkersCompensationGeneralLiabilityandOtherInsurableRisksInsurancePolicyLimit_0B89F81F6B45E33ECE86A699D074496E" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_abm_WorkersCompensationGeneralLiabilityandOtherInsurableRisksInsurancePolicyLimit_0B89F81F6B45E33ECE86A699D074496E" xlink:to="lab_abm_WorkersCompensationGeneralLiabilityandOtherInsurableRisksInsurancePolicyLimit_0B89F81F6B45E33ECE86A699D074496E" xlink:type="arc" />
    <link:label id="lab_abm_InsurancePolicyCoverageGeneralLiabilityAndAutomobileLiabilityLosses_9376286CB9B327F0FEF3A699D0743C3C_terseLabel_en-US" xlink:label="lab_abm_InsurancePolicyCoverageGeneralLiabilityAndAutomobileLiabilityLosses_9376286CB9B327F0FEF3A699D0743C3C" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Insurance policy coverage, general and automobile liability losses</link:label>
    <link:label id="lab_abm_InsurancePolicyCoverageGeneralLiabilityAndAutomobileLiabilityLosses_9376286CB9B327F0FEF3A699D0743C3C_label_en-US" xlink:label="lab_abm_InsurancePolicyCoverageGeneralLiabilityAndAutomobileLiabilityLosses_9376286CB9B327F0FEF3A699D0743C3C" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Insurance Policy Coverage, General Liability And Automobile Liability Losses</link:label>
    <link:label id="lab_abm_InsurancePolicyCoverageGeneralLiabilityAndAutomobileLiabilityLosses_9376286CB9B327F0FEF3A699D0743C3C_documentation_en-US" xlink:label="lab_abm_InsurancePolicyCoverageGeneralLiabilityAndAutomobileLiabilityLosses_9376286CB9B327F0FEF3A699D0743C3C" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Represents commercial insurance umbrella policies that cover general liability and automobile liability losses above primary limits.</link:label>
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    <link:label id="lab_abm_PropertyDamagePolicyLimit_FA09BBD0909C5A01CD33A699D0741240_terseLabel_en-US" xlink:label="lab_abm_PropertyDamagePolicyLimit_FA09BBD0909C5A01CD33A699D0741240" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Insurance policy coverage, property damage</link:label>
    <link:label id="lab_abm_PropertyDamagePolicyLimit_FA09BBD0909C5A01CD33A699D0741240_label_en-US" xlink:label="lab_abm_PropertyDamagePolicyLimit_FA09BBD0909C5A01CD33A699D0741240" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Property Damage Policy Limit</link:label>
    <link:label id="lab_abm_PropertyDamagePolicyLimit_FA09BBD0909C5A01CD33A699D0741240_documentation_en-US" xlink:label="lab_abm_PropertyDamagePolicyLimit_FA09BBD0909C5A01CD33A699D0741240" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Represents the policy limit provided by the insurance program for property damage risks.</link:label>
    <link:loc xlink:href="abm-20180430.xsd#abm_PropertyDamagePolicyLimit" xlink:label="loc_abm_PropertyDamagePolicyLimit_FA09BBD0909C5A01CD33A699D0741240" xlink:type="locator" />
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    <link:label id="lab_abm_SelfInsuredRetentionAmountPerParticipantPerYearForCertainEmployeeMedicalAndDentalPrograms_22E6BD97229AE45C5A1DA699D07485E1_terseLabel_en-US" xlink:label="lab_abm_SelfInsuredRetentionAmountPerParticipantPerYearForCertainEmployeeMedicalAndDentalPrograms_22E6BD97229AE45C5A1DA699D07485E1" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Self insurance retention amount per-claim, medical plan</link:label>
    <link:label id="lab_abm_SelfInsuredRetentionAmountPerParticipantPerYearForCertainEmployeeMedicalAndDentalPrograms_22E6BD97229AE45C5A1DA699D07485E1_label_en-US" xlink:label="lab_abm_SelfInsuredRetentionAmountPerParticipantPerYearForCertainEmployeeMedicalAndDentalPrograms_22E6BD97229AE45C5A1DA699D07485E1" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Self Insured Retention Amount Per Participant Per Year For Certain Employee Medical And Dental Programs</link:label>
    <link:label id="lab_abm_SelfInsuredRetentionAmountPerParticipantPerYearForCertainEmployeeMedicalAndDentalPrograms_22E6BD97229AE45C5A1DA699D07485E1_documentation_en-US" xlink:label="lab_abm_SelfInsuredRetentionAmountPerParticipantPerYearForCertainEmployeeMedicalAndDentalPrograms_22E6BD97229AE45C5A1DA699D07485E1" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Self Insured Retention Amount Per Participant Per Year For Certain Employee Medical And Dental Programs</link:label>
    <link:loc xlink:href="abm-20180430.xsd#abm_SelfInsuredRetentionAmountPerParticipantPerYearForCertainEmployeeMedicalAndDentalPrograms" xlink:label="loc_abm_SelfInsuredRetentionAmountPerParticipantPerYearForCertainEmployeeMedicalAndDentalPrograms_22E6BD97229AE45C5A1DA699D07485E1" xlink:type="locator" />
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    <link:label id="lab_abm_IncreaseinTotalReserveClaims_2127914BE8A0BE05494FA699D07528B6_verboseLabel_en-US" xlink:label="lab_abm_IncreaseinTotalReserveClaims_2127914BE8A0BE05494FA699D07528B6" xlink:role="http://www.xbrl.org/2003/role/verboseLabel" xlink:type="resource" xml:lang="en-US">Change in reserves for insurance claims</link:label>
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    <link:label id="lab_abm_IncreaseinClaimsReserve_B8D2CD43C8D18F15CA12A6D12A4C65CA_terseLabel_en-US" xlink:label="lab_abm_IncreaseinClaimsReserve_B8D2CD43C8D18F15CA12A6D12A4C65CA" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Increase in Claims Reserve</link:label>
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    <link:label id="lab_abm_IncreaseinClaimsReserve_B8D2CD43C8D18F15CA12A6D12A4C65CA_documentation_en-US" xlink:label="lab_abm_IncreaseinClaimsReserve_B8D2CD43C8D18F15CA12A6D12A4C65CA" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Increase in Claims Reserve</link:label>
    <link:loc xlink:href="abm-20180430.xsd#abm_IncreaseinClaimsReserve" xlink:label="loc_abm_IncreaseinClaimsReserve_B8D2CD43C8D18F15CA12A6D12A4C65CA" xlink:type="locator" />
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