. . . . . " stock-based compensation expense, depreciation and amortization expense, interest and other expenses and provision (benefit) for income taxes; and Twitter defines non-GAAP net income (loss) as net loss adjusted to exclude stock-based compensation expense, amortization of acquired intangible assets and the income tax effects related to acquisitions." .